{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import os\n",
    "import sys\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import cv2\n",
    "from tqdm import tqdm\n",
    "import matplotlib.pyplot as plt \n",
    "\n",
    "import torch\n",
    "from torch.utils.data import Dataset, DataLoader\n",
    "from torchvision import transforms, utils\n",
    "import torch.backends.cudnn as cudnn\n",
    "\n",
    "from pytvision.transforms.aumentation import  ObjectImageMetadataTransform\n",
    "from pytvision.transforms import transforms as mtrans\n",
    "\n",
    "sys.path.append('../')\n",
    "import torch.nn.functional as TF\n",
    "from torchlib.transforms import functional as F\n",
    "from torchlib.datasets.fersynthetic  import SyntheticFaceDataset\n",
    "from torchlib.datasets.factory  import FactoryDataset\n",
    "from torchlib.datasets.datasets import Dataset\n",
    "\n",
    "from torchlib.attentionnet import AttentionGMMNeuralNet\n",
    "from aug import get_transforms_aug, get_transforms_det\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## CONFIGURATE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "attmap.png\n",
      "att.png\n",
      "att_snt.png\n",
      "cratedataset.txt\n",
      "exp_cb.mkv\n",
      "experiments_cls.csv\n",
      "experiments_recovery.csv\n",
      "exp_mz_sn.avi\n",
      "exp_mz_sn.mkv\n",
      "feratt_atentionresnet34_attgmm_adam_affectnetdark_dim64_preactresnet18x32_fold0_000\n",
      "feratt_atentionresnet34_attgmm_adam_affectnetdark_dim64_preactresnet18x32_fold0_001\n",
      "feratt_atentionresnet34_attgmm_adam_affectnetdark_dim64_preactresnet18x32_fold0_002\n",
      "feratt_atentionresnet34_attgmm_adam_bu3dfe_dim64_preactresnet18x32_fold0_000\n",
      "feratt_atentionresnet34_attgmm_adam_bu3dfe_dim64_preactresnet18x64_fold0_000\n",
      "feratt_atentionresnet34_attgmm_adam_ferblack_dim64_preactresnet18x32_fold0_000\n",
      "feratt_attgmmnet_ferattentiongmm_attloss_adam_affectnetdark_dim1000_preactresnet18x32_fold0_003\n",
      "feratt_attgmmnet_ferattentiongmm_attloss_adam_affectnetdark_dim1000_preactresnet18x32_fold0_010\n",
      "feratt_attgmmnet_ferattentiongmm_attloss_adam_affectnetdark_dim64_preactresnet18x32_fold0_009\n",
      "feratt_attgmmnet_ferattentiongmm_attloss_adam_bu3dfedark_dim64_preactresnet18x32_fold0_009\n",
      "feratt_attgmmnet_ferattentiongmm_attloss_adam_ckdark_dim1000_preactresnet18x32_fold0_004\n",
      "feratt_attgmmnet_ferattentiongmm_attloss_adam_ckdark_dim1000_preactresnet18x32_fold0_005\n",
      "feratt_attgmmnet_ferattentiongmm_attloss_adam_ckdark_dim64_preactresnet18x32_fold0_005\n",
      "feratt_attgmmnet_ferattentiongmm_attloss_adam_ckdark_dim64_preactresnet18x32_fold0_006\n",
      "feratt_attgmmnet_ferattentiongmm_attloss_adam_ckdark_dim64_preactresnet18x32_fold0_007\n",
      "feratt_attgmmnet_ferattentiongmm_attloss_adam_ckdark_dim64_preactresnet18x32_fold0_008\n",
      "feratt_attgmmnet_ferattentiongmm_attloss_adam_ckdark_dim64_preactresnet18x32_fold0_009\n",
      "feratt_attnet_ferattention_attgmm_adam_affectnetdark_dim64_preactresnet18x32_fold0_003\n",
      "feratt_attnet_ferattention_attloss_adam_affectnetdark_dim64_preactresnet18x32_fold0_003\n",
      "ferattpaper_attgmmnet_ferattentiongmm_attloss_adam_bu3dfedark_dim64_preactresnet18x32_fold0_000\n",
      "ferattpaper_attgmmnet_ferattentiongmm_attloss_adam_bu3dfedark_dim64_preactresnet18x32_fold0_004\n",
      "ferattpaper_attgmmnet_ferattentiongmm_attloss_adam_bu3dfedark_dim64_preactresnet18x32_fold1_005\n",
      "ferattpaper_attgmmnet_ferattentiongmm_attloss_adam_bu3dfedark_dim64_preactresnet18x32_fold2_006\n",
      "ferattpaper_attgmmnet_ferattentiongmm_attloss_adam_ckdark_dim1000_preactresnet18x32_fold0_000\n",
      "ferattpaper_attgmmnet_ferattentiongmm_attloss_adam_ckdark_dim64_preactresnet18x32_fold0_000\n",
      "ferattpaper_attgmmnet_ferattentiongmm_attloss_adam_ckdark_dim64_preactresnet18x32_fold1_001\n",
      "ferattpaper_attgmmnet_ferattentiongmm_attloss_adam_ckdark_dim64_preactresnet18x32_fold2_002\n",
      "ferattpaper_attgmmnet_ferattentiongmm_attloss_adam_ckdark_dim64_preactresnet18x32_fold3_003\n",
      "ferattpaper_attgmmnet_ferattentiongmm_attloss_adam_ckdark_dim64_preactresnet18x32_fold4_007\n",
      "ferattpaperstn_attgmmnet_ferattentiongmm_attloss_adam_affectnetdark_dim64_preactresnet18x32_fold0_001\n",
      "ferattpaperstn_attgmmnet_ferattentiongmm_attloss_adam_affectnetdark_dim64_preactresnet18x32_fold4_000\n",
      "ferattpaperstn_attgmmstnnet_ferattentionstn_attloss_adam_affectnetdark_dim64_preactresnet18x128_fold0_003\n",
      "ferattpaperstn_attgmmstnnet_ferattentionstn_attloss_adam_affectnetdark_dim64_preactresnet18x32_fold0_002\n",
      "ferattpaperstn_ferattentionstn_ferattentionstn_attloss_adam_affectnetdark_dim64_preactresnet18x32_fold0_002\n",
      "image.png\n",
      "recover_ck.png\n",
      "recover.png\n",
      "result\n",
      "srf.png\n"
     ]
    }
   ],
   "source": [
    "!ls ../out/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "project          = '../out'\n",
    "name             = 'ferattpaperstn_attgmmstnnet_ferattentionstn_attloss_adam_affectnetdark_dim64_preactresnet18x128_fold0_003'\n",
    "pathnamedataset  = '~/.datasets'\n",
    "pathmodel        = os.path.join( project, name, 'models/model_best.pth.tar' ) #model_best, chk000120 ///// 40, 35, ...\n",
    "pathproject      = os.path.join( project, name )\n",
    "batch_size       = 2\n",
    "workers          = 1\n",
    "cuda             = False\n",
    "parallel         = False\n",
    "gpu              = 1\n",
    "seed             = 1\n",
    "imsize           = 128\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:root:Setting up a new session...\n",
      "WARNING:visdom:Without the incoming socket you cannot receive events from the server or register event handlers to your Visdom client.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      ">> Load model ...\n",
      "=> loading checkpoint '../out/ferattpaperstn_attgmmstnnet_ferattentionstn_attloss_adam_affectnetdark_dim64_preactresnet18x128_fold0_003/models/model_best.pth.tar'\n",
      "=> loaded checkpoint for ferattentionstn arch!\n"
     ]
    }
   ],
   "source": [
    "# load model\n",
    "print('>> Load model ...')\n",
    "\n",
    "net = AttentionGMMNeuralNet( \n",
    "    patchproject=project, \n",
    "    nameproject=name, \n",
    "    no_cuda=cuda, \n",
    "    parallel=parallel, \n",
    "    seed=seed, \n",
    "    gpu=gpu \n",
    "    )\n",
    "\n",
    "if net.load( pathmodel ) is not True:\n",
    "    assert(False)\n",
    "    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      ">> Load dataset ...\n",
      "4000\n"
     ]
    }
   ],
   "source": [
    "# Load dataset\n",
    "print('>> Load dataset ...')\n",
    "namedataset = FactoryDataset.affectdark\n",
    "subset = FactoryDataset.validation\n",
    "imagesize=128\n",
    "kfold=0\n",
    "idenselect=np.arange(10)+kfold*10\n",
    "breal=True\n",
    "\n",
    "if breal:\n",
    "    \n",
    "    dataset = Dataset(    \n",
    "        data=FactoryDataset.factory(\n",
    "            pathname=pathnamedataset, \n",
    "            name=namedataset, \n",
    "            subset=subset, \n",
    "            idenselect=idenselect,\n",
    "            #transform=train_transform, \n",
    "            download=True\n",
    "        ),\n",
    "        num_channels=3,\n",
    "        #transform=get_transforms_det( imsize ),\n",
    "        transform=transforms.Compose([\n",
    "                #mtrans.ToPad(h_pad=20,w_pad=20),\n",
    "                mtrans.ToResize( (imagesize, imagesize), resize_mode='square', padding_mode=cv2.BORDER_REPLICATE ),\n",
    "                #mtrans.ToRandomTransform(mtrans.ToGaussianNoise( sigma=0.1 ), prob=1.0 ),  \n",
    "                #mtrans.RandomCrop( (255,255), limit=50, padding_mode=cv2.BORDER_CONSTANT  ),\n",
    "                #mtrans.ToResizeUNetFoV(imsize, cv2.BORDER_REFLECT_101),\n",
    "                #mtrans.ToGrayscale(),\n",
    "                mtrans.ToTensor(),\n",
    "                #mtrans.ToMeanNormalization( mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225] )\n",
    "                #mtrans.ToMeanNormalization( mean=[0.5, 0.5, 0.5], std=[0.5, 0.5, 0.5] )\n",
    "                mtrans.ToNormalization(),\n",
    "                ])\n",
    "        )\n",
    "\n",
    "else:\n",
    "\n",
    "    dataset = SyntheticFaceDataset(\n",
    "        data=FactoryDataset.factory(\n",
    "            pathname=pathnamedataset, \n",
    "            name=namedataset, \n",
    "            subset=subset, \n",
    "            idenselect=idenselect,\n",
    "            download=True \n",
    "            ),\n",
    "        pathnameback='~/.datasets/coco', \n",
    "        ext='jpg',\n",
    "        count=2000,\n",
    "        num_channels=3,\n",
    "        iluminate=True, angle=45, translation=0.3, warp=0.2, factor=0.2,\n",
    "        #iluminate=True, angle=45, translation=0.1, warp=0.0, factor=0.0,\n",
    "        transform_data=get_transforms_aug( imsize ),\n",
    "        transform_image=get_transforms_det( imsize ),\n",
    "        )\n",
    "\n",
    "\n",
    "print(len(dataset))\n",
    "# print( dataset.classes )\n",
    "# print( dataset.data.classes )\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Evaluate model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "ename": "ValueError",
     "evalue": "too many values to unpack (expected 5)",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-7-a0e0d095bc8a>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m     29\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     30\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 31\u001b[0;31m     \u001b[0mz\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my_lab_hat\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0matt\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfmap\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msrf\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnet\u001b[0m\u001b[0;34m(\u001b[0m \u001b[0mimage\u001b[0m \u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     32\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     33\u001b[0m     \u001b[0;31m#print( image.shape )\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/code/github/ferattention/torchlib/attentionnet.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, image)\u001b[0m\n\u001b[1;32m   1000\u001b[0m         \u001b[0;32mwith\u001b[0m \u001b[0mtorch\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mno_grad\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1001\u001b[0m             \u001b[0mx\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mimage\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcuda\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcuda\u001b[0m \u001b[0;32melse\u001b[0m \u001b[0mimage\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1002\u001b[0;31m             \u001b[0mz\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my_lab_hat\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0matt\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfmap\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msrf\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnet\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1003\u001b[0m             \u001b[0my_lab_hat\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mF\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msoftmax\u001b[0m\u001b[0;34m(\u001b[0m \u001b[0my_lab_hat\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdim\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1\u001b[0m \u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1004\u001b[0m         \u001b[0;32mreturn\u001b[0m \u001b[0mz\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my_lab_hat\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0matt\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfmap\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msrf\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mValueError\u001b[0m: too many values to unpack (expected 5)"
     ]
    }
   ],
   "source": [
    "import torch.nn.functional as FF\n",
    "\n",
    "def norm(x):\n",
    "    x = x-x.min()\n",
    "    x = x / x.max()\n",
    "    return x\n",
    "\n",
    "idx=0\n",
    "k=0\n",
    "for i in range( len(dataset) ):\n",
    "    \n",
    "    idx = i + 10\n",
    "    sample = dataset[ idx ]    \n",
    "    \n",
    "\n",
    "    if breal:\n",
    "        image = sample['image'].unsqueeze(0)\n",
    "        label = sample['label'].argmax()\n",
    "        #image = F.fliplr( image )\n",
    "        image_org = sample['image']\n",
    "    else:    \n",
    "        image_org, image, mask, meta = sample\n",
    "        image = image.unsqueeze(0)\n",
    "        label = meta[0]\n",
    "        y_theta   = meta[1:].view(-1, 2, 3)\n",
    "    \n",
    "    image = image.cuda()\n",
    "    #y_theta = y_theta.cuda()\n",
    "    \n",
    "    \n",
    "    z, y_lab_hat, att, fmap, srf = net( image )    \n",
    "    \n",
    "    #print( image.shape )\n",
    "    #print( att.shape )\n",
    "    #print( theta.shape)\n",
    "    #print( y_theta.shape)\n",
    "    \n",
    "    \n",
    "    #grid = FF.affine_grid(theta, image.size())\n",
    "    #image = FF.grid_sample(image, grid)\n",
    "\n",
    "    \n",
    "    att  = att.data.cpu().numpy().transpose(2,3,1,0)[...,0]\n",
    "    fmap = fmap.data.cpu().numpy().transpose(2,3,1,0)[:,:,0,0]\n",
    "    srf  = srf.data.cpu().numpy().transpose(2,3,1,0)[...,0]\n",
    "    image = image.data.cpu().numpy().transpose(2,3,1,0)[...,0]\n",
    "    image_org = image_org.numpy().transpose(1,2,0)\n",
    "    y_lab_hat_max = y_lab_hat.argmax()\n",
    "    \n",
    "    \n",
    "    #if label != 6: continue    \n",
    "    k+=1    \n",
    "    if k > 5: break\n",
    "\n",
    "    plt.figure( figsize=(18,8))\n",
    "    plt.subplot(151)\n",
    "    plt.imshow( norm(image_org) )\n",
    "    plt.title('original image' )  \n",
    "    plt.subplot(152)\n",
    "    plt.imshow( norm(image) )\n",
    "    plt.title('image | class: {} est: {}'.format( label, y_lab_hat_max ) )    \n",
    "    plt.axis('off')\n",
    "    plt.subplot(153)\n",
    "    plt.imshow( (fmap))\n",
    "    plt.title('attention map') \n",
    "    plt.axis('off' )\n",
    "    plt.subplot(154)\n",
    "    plt.imshow( srf.sum(2) )\n",
    "    plt.title('feature map') \n",
    "    plt.axis('off' )\n",
    "    plt.subplot(155)\n",
    "    plt.imshow( norm(att) )  \n",
    "    plt.title('attention feature') \n",
    "    plt.axis('off')\n",
    "\n",
    "    \n",
    "    plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor(1, device='cuda:1') | tensor(1)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def norm(x):\n",
    "    x = x-x.min()\n",
    "    x = x / x.max()\n",
    "    return x\n",
    "\n",
    "def sigmoid(x):\n",
    "    return 1. / (1 + np.exp(-x))\n",
    "\n",
    "def save(image, srf, fmap, att, pathname='../netruns/', pos_name=''):\n",
    "    image_name = os.path.join(pathname, '{}_{}.png'.format('image', pos_name) )\n",
    "    srf_name   = os.path.join(pathname, '{}_{}.png'.format('srf', pos_name) )\n",
    "    map_name   = os.path.join(pathname, '{}_{}.png'.format('map', pos_name) )\n",
    "    smap_name  = os.path.join(pathname, '{}_{}.png'.format('sigma_map', pos_name) )\n",
    "    att_name   = os.path.join(pathname, '{}_{}.png'.format('att', pos_name) )  \n",
    "    fig = plt.figure(figsize=(8,8)); plt.imshow( norm(image) ); plt.axis('off' ); fig.savefig(image_name, bbox_inches='tight',transparent=True, pad_inches=0) \n",
    "    fig = plt.figure(figsize=(8,8)); plt.imshow( srf.sum(2)  ); plt.axis('off' ); fig.savefig(srf_name, bbox_inches='tight',transparent=True, pad_inches=0)\n",
    "    fig = plt.figure(figsize=(8,8)); plt.imshow( (fmap)  ); plt.axis('off' ); fig.savefig(map_name, bbox_inches='tight',transparent=True, pad_inches=0)\n",
    "    fig = plt.figure(figsize=(8,8)); plt.imshow( sigmoid(fmap)  ); plt.axis('off' ); fig.savefig(smap_name, bbox_inches='tight',transparent=True, pad_inches=0)\n",
    "    fig = plt.figure(figsize=(8,8)); plt.imshow( norm(att)  ); plt.axis('off' ); fig.savefig(att_name, bbox_inches='tight',transparent=True, pad_inches=0)\n",
    "    \n",
    "idx=0\n",
    "sample = dataset[ idx ]    \n",
    "\n",
    "if breal:\n",
    "    image = sample['image'].unsqueeze(0)\n",
    "    label = sample['label'].argmax()\n",
    "else:\n",
    "    image_org, image, mask, meta = sample\n",
    "    image = image.unsqueeze(0)\n",
    "\n",
    "z, y_lab_hat, att, fmap, srf = net( image ) \n",
    "\n",
    "att  = att.data.cpu().numpy().transpose(2,3,1,0)[...,0]\n",
    "fmap = fmap.data.cpu().numpy().transpose(2,3,1,0)[:,:,0,0]\n",
    "srf  = srf.data.cpu().numpy().transpose(2,3,1,0)[...,0]\n",
    "image = image.data.cpu().numpy().transpose(2,3,1,0)[...,0]\n",
    "y_lab_hat = y_lab_hat.argmax()\n",
    "print(y_lab_hat,'|',label)\n",
    "\n",
    "\n",
    "# save( norm(image), srf, fmap, att  )\n",
    "# att = cv2.resize( att, (64,64) )\n",
    "\n",
    "plt.figure( figsize=(16,8))\n",
    "plt.subplot(141)\n",
    "plt.imshow( norm(image) )\n",
    "plt.title('image')   \n",
    "plt.axis('off')\n",
    "plt.subplot(142)\n",
    "plt.imshow( (fmap) ) #sigmoid\n",
    "plt.title('attention map') \n",
    "plt.axis('off' )\n",
    "plt.subplot(143)\n",
    "plt.imshow( srf.sum(2) )\n",
    "plt.title('feature map') \n",
    "plt.axis('off' )\n",
    "plt.subplot(144)\n",
    "plt.imshow( norm(att) )  \n",
    "# plt.title('class {}/{}'.format(y_lab_hat, label) ) \n",
    "plt.title('attention feature') \n",
    "plt.axis('off')\n",
    "\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([1, 3, 128, 128])\n",
      "(128, 128, 3) 0 255\n",
      "(128, 128, 3) 0 255\n",
      "5\n",
      "Fear - FR\n",
      "(128, 128, 3) 0.0 1.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import random\n",
    "import scipy.misc\n",
    "\n",
    "\n",
    "def save( pathname, image ):    \n",
    "    cv2.imwrite(pathname, image )\n",
    "\n",
    "def sigmoid(x):\n",
    "    return 1. / (1 + np.exp(-x))\n",
    "\n",
    "def norm(x):\n",
    "    x = x-x.min()\n",
    "    x = x / x.max()\n",
    "    return x\n",
    "\n",
    "def mean_normalization(image, mean, std):\n",
    "    tensor = image.float()/255.0\n",
    "    result_tensor = []\n",
    "    for t, m, s in zip(tensor, mean, std):  \n",
    "        result_tensor.append(t.sub_(m).div_(s))            \n",
    "    return torch.stack(result_tensor, 0)\n",
    "\n",
    "def pad(image, xypad):\n",
    "    h,w = image.shape\n",
    "    im_pad = np.zeros( (h+2*xypad,w+2*xypad) )\n",
    "    im_pad[xypad:xypad+h,xypad:xypad+w] = image\n",
    "    return im_pad\n",
    "    \n",
    "def crop(image, xycrop):\n",
    "    h,w = image.shape[:2]\n",
    "    image = image[ xycrop:h-xycrop,xycrop:w-xycrop]\n",
    "    return image \n",
    "    \n",
    "\n",
    "imagesize=128\n",
    "image_org = cv2.imread('../rec/selfie_happy.png')[:,:,(2,1,0)]\n",
    "image = image_org.mean(axis=2)\n",
    "\n",
    "# sigma=0.09\n",
    "# image = image/255.0\n",
    "# noise = np.array([random.gauss(0,sigma) for i in range( image.shape[0]*image.shape[1]  )])\n",
    "# noise = noise.reshape(image.shape[0],image.shape[1])\n",
    "# image = (np.clip(image+noise,0,1)*255).astype(np.uint8)\n",
    "\n",
    "\n",
    "# image = pad(image,15)\n",
    "image = crop(image, 30)\n",
    "\n",
    "image = np.stack( (image,image,image), axis=2 )\n",
    "image = cv2.resize( image, (imagesize,imagesize) )\n",
    "# image = norm((image/255)**1.5)*255\n",
    "\n",
    "image = torch.from_numpy(image).permute( (2,0,1) ).unsqueeze(0).float()\n",
    "# image = mean_normalization(image, mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225])\n",
    "image = image/255\n",
    "print(image.shape)\n",
    "\n",
    "z, y_lab_hat, att, fmap, srf = net( image )\n",
    "\n",
    "\n",
    "att  = att.data.cpu().numpy().transpose(2,3,1,0)[...,0]\n",
    "fmap = fmap.data.cpu().numpy().transpose(2,3,1,0)[:,:,0,0]\n",
    "srf  = srf.data.cpu().numpy().transpose(2,3,1,0)[...,0]\n",
    "image = image.data.cpu().numpy().transpose(2,3,1,0)[...,0]\n",
    "y_lab_hat = y_lab_hat.data.cpu().argmax().numpy()\n",
    "\n",
    "fmap = cv2.applyColorMap( (norm(fmap)*255).astype(np.uint8) , cv2.COLORMAP_JET)[:,:,(2,1,0)]\n",
    "srf = cv2.applyColorMap( (norm(srf.sum(2))*255).astype(np.uint8), cv2.COLORMAP_JET)[:,:,(2,1,0)]\n",
    "\n",
    "# att  = att.data.cpu().numpy().transpose(2,3,1,0)[...,0]\n",
    "# fmap = fmap.data.cpu().numpy().transpose(2,3,1,0)[:,:,0,0]\n",
    "# srf  = srf.data.cpu().numpy().transpose(2,3,1,0)[...,0]\n",
    "# image = image.data.cpu().numpy().transpose(2,3,1,0)[...,0]\n",
    "# y_lab_hat = y_lab_hat.argmax()\n",
    "\n",
    "\n",
    "print(fmap.shape, fmap.min(), fmap.max() )\n",
    "print(srf.shape, srf.min(), srf.max() )\n",
    "print(y_lab_hat)\n",
    "print(dataset.data.classes[y_lab_hat])\n",
    "\n",
    "att_mask = (np.abs( att ) > 0.2).astype(np.float)\n",
    "print(att_mask.shape, att_mask.min(), att_mask.max() )\n",
    "\n",
    "image = norm(image)\n",
    "#print(image.min(), image.max() )\n",
    "\n",
    "# att = crop(att, 15)\n",
    "\n",
    "bsave=True\n",
    "if bsave:\n",
    "    save('../out/image.png', image_org[:,:,(2,1,0)] )\n",
    "    save('../out/attmap.png', fmap[:,:,(2,1,0)] )\n",
    "    save('../out/srf.png', srf[:,:,(2,1,0)] )\n",
    "    save('../out/att.png', norm(att)*255 )    \n",
    "    \n",
    "\n",
    "plt.figure( figsize=(16,8))\n",
    "plt.subplot(151)\n",
    "plt.imshow( ((image_org) ).astype( np.uint8 ) )\n",
    "plt.title('image')   \n",
    "plt.axis('off')\n",
    "plt.subplot(152)\n",
    "plt.imshow( (fmap))\n",
    "plt.title('attention map') \n",
    "plt.axis('off' )\n",
    "plt.subplot(153)\n",
    "plt.imshow( srf )\n",
    "plt.title('feature map') \n",
    "plt.axis('off' )\n",
    "plt.subplot(154)\n",
    "plt.imshow( norm(att) )  \n",
    "# plt.title('class {}/{}'.format(y_lab_hat, label) ) \n",
    "plt.axis('off')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([[6.2165e-03, 7.2968e-01, 1.1143e-01, 1.0421e-02, 2.7433e-03, 2.7143e-04,\n",
      "         3.3042e-02, 1.0620e-01]], device='cuda:1')\n",
      "torch.Size([1, 8])\n",
      "tensor(1, device='cuda:1')\n",
      "save ...\n"
     ]
    }
   ],
   "source": [
    "\n",
    "\n",
    "\n",
    "def save(image, srf, fmap, att, imemotion, pathname='../netruns/results/', pos_name=''):\n",
    "    image_name = os.path.join(pathname, '{}_{}.png'.format('image', pos_name) )\n",
    "    srf_name   = os.path.join(pathname, '{}_{}.png'.format('srf', pos_name) )\n",
    "    map_name   = os.path.join(pathname, '{}_{}.png'.format('map', pos_name) )\n",
    "    smap_name  = os.path.join(pathname, '{}_{}.png'.format('sigma_map', pos_name) )\n",
    "    att_name   = os.path.join(pathname, '{}_{}.png'.format('att', pos_name) )\n",
    "    att_t_name   = os.path.join(pathname, '{}_{}.png'.format('att_t', pos_name) )\n",
    "    emo_name   = os.path.join(pathname, '{}_{}.png'.format('emotion', pos_name) ) \n",
    "    \n",
    "    fig = plt.figure(figsize=(8,8)); plt.imshow( norm(image) ); plt.axis('off' ); fig.savefig(image_name, bbox_inches='tight',transparent=True, pad_inches=0) \n",
    "    fig = plt.figure(figsize=(8,8)); plt.imshow( srf.sum(2)  ); plt.axis('off' ); fig.savefig(srf_name, bbox_inches='tight',transparent=True, pad_inches=0)\n",
    "    fig = plt.figure(figsize=(8,8)); plt.imshow( (fmap)  ); plt.axis('off' ); fig.savefig(map_name, bbox_inches='tight',transparent=True, pad_inches=0)\n",
    "    fig = plt.figure(figsize=(8,8)); plt.imshow( sigmoid(fmap)  ); plt.axis('off' ); fig.savefig(smap_name, bbox_inches='tight',transparent=True, pad_inches=0)\n",
    "    fig = plt.figure(figsize=(8,8)); plt.imshow( norm(att)  ); plt.axis('off' ); fig.savefig(att_name, bbox_inches='tight',transparent=True, pad_inches=0)\n",
    "    fig = plt.figure(figsize=(8,8)); plt.imshow( norm(att_t)  ); plt.axis('off' ); fig.savefig(att_t_name, bbox_inches='tight',transparent=True, pad_inches=0)\n",
    "    fig = plt.figure(figsize=(8,8)); plt.imshow( imemotion  ); plt.axis('off' ); fig.savefig(emo_name, bbox_inches='tight',transparent=True, pad_inches=0)\n",
    "        \n",
    "\n",
    "    \n",
    "def drawlabel(y, emotions, imsize=(500,500,3)):\n",
    "    \n",
    "    colors = ([255,255,255],[255,255,255],[0,0,0],[0,0,0])\n",
    "    hbox=32; wbox=135 + 210\n",
    "    imemotions = np.ones( imsize, dtype=np.uint8 )*255     \n",
    "    ymax = y.argmax()\n",
    "    \n",
    "    for i, yi in enumerate(y):\n",
    "\n",
    "        k = 1 if y[i]>0.5 else 0\n",
    "        kh = 1 if ymax==i else 0\n",
    "    \n",
    "        bbox = np.array([[0,0],[wbox,0],[wbox,hbox],[0,hbox]]);    \n",
    "        bbox[:,0] += 19\n",
    "        bbox[:,1] += 50-28 + (i)*40\n",
    "        imemotions = cv2.fillConvexPoly(imemotions, bbox, color=colors[kh] )\n",
    "        \n",
    "        bbox = np.array([[0,0],[int(wbox*y[i]),0],[int(y[i]*wbox),hbox],[0,hbox]]);    \n",
    "        bbox[:,0] += 19\n",
    "        bbox[:,1] += 50-28 + (i)*40\n",
    "        imemotions = cv2.fillConvexPoly(imemotions, bbox, color=[255,160,122] )\n",
    "        \n",
    "        cv2.putText(\n",
    "                imemotions, \n",
    "                '{}: {:.3f}'.format(emotions[i][:-5],y[i]), \n",
    "                (20, 50 + (i)*40), \n",
    "                color=colors[2+kh], \n",
    "                fontFace=cv2.FONT_HERSHEY_TRIPLEX, \n",
    "                fontScale=1, \n",
    "                thickness=2\n",
    "                )\n",
    "        \n",
    "    imemotions = imemotions[20:-20,20:-20,:]\n",
    "    #imemotions = cv2.resize( imemotions, (128,128) )\n",
    "    return imemotions\n",
    "    \n",
    "\n",
    "imagesize=128\n",
    "\n",
    "# sigmas = [ 0.01, 0.05, 0.07, 0.09, 0.1, 0.2, 0.3, 0.4 ]\n",
    "sigmas = [ 0.001 ]\n",
    "for i,sigma in enumerate(sigmas):\n",
    "\n",
    "# gammas = [0.1, 0.2, 0.5, 1.0, 1.2, 1.5, 1.8, 2.0]\n",
    "# gammas = [1.0]\n",
    "# for i,gamma in enumerate(gammas):\n",
    "\n",
    "\n",
    "    image = cv2.imread('../rec/selfie_happy_dos.png')[:,:,(2,1,0)].mean(axis=2)\n",
    "    image = crop(image, 10)\n",
    "    \n",
    "#     image = image/255.0\n",
    "#     noise = np.array([random.gauss(0,sigma) for i in range( image.shape[0]*image.shape[1]  )])\n",
    "#     noise = noise.reshape(image.shape[0],image.shape[1])\n",
    "#     image = (np.clip(image+noise,0,1)*255).astype(np.uint8)\n",
    "    \n",
    "    # image = pad(image,10)\n",
    "    image = np.stack( (image,image,image), axis=2 )\n",
    "    image = cv2.resize( image, (imagesize,imagesize) )\n",
    "#     image = norm((image/255)**gamma)*255\n",
    "\n",
    "    image = torch.from_numpy(image).permute( (2,0,1) ).unsqueeze(0).float()\n",
    "    image = mean_normalization(image, mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225])\n",
    "    #print(image.shape)\n",
    "\n",
    "    #z, y_lab_hat, att, fmap, srf = net( image )\n",
    "    z, y_lab_hat, att, fmap, srf = net( image )\n",
    "\n",
    "    att  = att.data.cpu().numpy().transpose(2,3,1,0)[...,0]\n",
    "    fmap = fmap.data.cpu().numpy().transpose(2,3,1,0)[:,:,0,0]\n",
    "    srf  = srf.data.cpu().numpy().transpose(2,3,1,0)[...,0]\n",
    "    image = image.data.cpu().numpy().transpose(2,3,1,0)[...,0]\n",
    "    y_lab_hat_max = y_lab_hat.argmax()\n",
    "        \n",
    "    #y_lab_hat = TF.softmax( y_lab_hat, dim=1 )\n",
    "    print(y_lab_hat)\n",
    "    print(y_lab_hat.shape)\n",
    "    print(y_lab_hat_max)\n",
    "\n",
    "    #print(fmap.shape, fmap.min(), fmap.max() )\n",
    "    #print(srf.shape, srf.min(), srf.max() )\n",
    "    #print(y_lab_hat_max, dataset.data.classes[y_lab_hat_max])\n",
    "    \n",
    "    emotions = dataset.data.classes\n",
    "    imemotion = drawlabel(y_lab_hat[0,:], emotions, imsize=(360,385,3) )\n",
    "            \n",
    "       \n",
    "#     save( image, srf, fmap, att, imemotion,   pathname='../out/result/', pos_name=i  )\n",
    "    \n",
    "    print('save ...')\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "29\n"
     ]
    }
   ],
   "source": [
    "dataloader = DataLoader(dataset, batch_size=100, shuffle=False, num_workers=20 )\n",
    "print( len(dataset) )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 1/1 [00:01<00:00,  1.65s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(29, 7) (29, 64) (29,)\n",
      ">>> save\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "Y_labs, Y_lab_hats, Zs = net.representation( dataloader, breal ) \n",
    "print(Y_lab_hats.shape, Zs.shape, Y_labs.shape)\n",
    "\n",
    "reppathname = os.path.join( pathproject, 'rep_{}_{}_{}_{}.pth'.format(name, namedataset, subset, 'real' if breal else 'no_real' ) )\n",
    "torch.save( { 'Yh':Y_lab_hats, 'Z':Zs, 'Y':Y_labs }, reppathname )\n",
    "\n",
    "print('>>> save')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "load data\n",
      "Z: (54, 64)\n",
      "Y: (54,)\n",
      "Yh: (54,)\n",
      "tsne calculte done\n"
     ]
    }
   ],
   "source": [
    "from sklearn.manifold import TSNE\n",
    "\n",
    "str_real = 'real' if breal else 'no_real' \n",
    "reppathname = os.path.join( pathproject, 'rep_{}_{}_{}_{}.pth'.format(name, namedataset, subset, str_real ) )\n",
    "tsnpathname = os.path.join( pathproject, 'tsn_{}_{}_{}_{}.csv'.format(name, namedataset, subset, str_real ) )\n",
    "\n",
    "rep_data = torch.load(reppathname)\n",
    "Z = rep_data['Z']\n",
    "Y = rep_data['Y']\n",
    "Yh = rep_data['Yh']\n",
    "\n",
    "Z = Z[:4000,:]\n",
    "Y = Y[:4000] #\n",
    "Yh = np.argmax(Yh[:4000],axis=1) #\n",
    "\n",
    "print('load data')\n",
    "print('Z:', Z.shape)\n",
    "print('Y:', Y.shape)\n",
    "print('Yh:', Yh.shape)\n",
    "\n",
    "#data_emb = pd.read_csv( reppathname )\n",
    "#data_emb = data_emb.as_matrix()\n",
    "#Xo = data_emb[:,:-1]\n",
    "#Yo = data_emb[:,-1]\n",
    "\n",
    "Zt = TSNE(n_components=2, init='pca', \n",
    "    random_state=0, perplexity=30).fit_transform(Z)\n",
    "\n",
    "\n",
    "# save\n",
    "ZY = np.concatenate((Zt,Y[:, np.newaxis], Yh[:, np.newaxis]),axis=1)\n",
    "df = pd.DataFrame( ZY )\n",
    "df.to_csv( tsnpathname , index=False, encoding='utf-8')\n",
    "\n",
    "print('tsne calculte done')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cmap = plt.get_cmap('jet_r')\n",
    "tsnpathname = os.path.join( pathproject, 'tsn_{}_{}_{}_{}.csv'.format( name, namedataset, subset, 'real' ) )\n",
    "tsndata = pd.read_csv( tsnpathname )\n",
    "tsnXY = tsndata.as_matrix()         \n",
    "Zt = tsnXY[:,:-2]\n",
    "Y = tsnXY[:,-2]\n",
    "\n",
    "classes = ['Happiness - HA', 'Surprise - SU', 'Sadness - SA', 'Anger - AN', 'Disgust - DI', 'Fear - FR', 'Contempt - CO']\n",
    "\n",
    "#show\n",
    "plt.figure( figsize=(12,12) )\n",
    "#plt.scatter(Xt[:,0], Xt[:,1], s=(10,10), marker='o', c=Yo);\n",
    "n = len(np.unique(Y))\n",
    "for i in range( n ):\n",
    "    index = Y==i\n",
    "    color = cmap(float(i)/n) \n",
    "    plt.scatter(Zt[index,0], Zt[index,1], s=(20,20), marker='o', color=color, label='{}'.format( classes[i] ) ); #dataloader.dataset.data.classes[i]\n",
    "\n",
    "plt.legend()\n",
    "plt.savefig( os.path.join( pathproject, 'tsn_{}_{}_{}.png'.format( name, namedataset, subset ) ) )\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "|Acc\t|Prec\t|Rec\t|F1\t|\n",
      "|1,000\t|1,000\t|1,000\t|1,000\t|\n",
      "\n",
      "1,000\n",
      "1,000\n",
      "1,000\n",
      "1,000\n"
     ]
    }
   ],
   "source": [
    "import sklearn.metrics as metrics\n",
    "str_real = 'real' if breal else 'no_real' \n",
    "\n",
    "# rep_val_pathname = os.path.join( pathproject, 'rep_{}_{}_{}_{}.pth'.format(name, namedataset, 'train', str_real) )\n",
    "rep_val_pathname = os.path.join( pathproject, 'rep_{}_{}_{}_{}.pth'.format(name, namedataset, 'val', str_real) )\n",
    "# rep_val_pathname = os.path.join( pathproject, 'rep_{}_{}_{}_{}.pth'.format(name, namedataset, 'test', str_real) )\n",
    "data_emb_val = torch.load(rep_val_pathname)\n",
    "\n",
    "Xto = data_emb_val['Z']\n",
    "Yto = data_emb_val['Y']\n",
    "Yho = data_emb_val['Yh']\n",
    "\n",
    "yhat = np.argmax( Yho, axis=1 )\n",
    "y    = Yto\n",
    "\n",
    "acc = metrics.accuracy_score(y, yhat)\n",
    "precision = metrics.precision_score(y, yhat, average='macro')\n",
    "recall = metrics.recall_score(y, yhat, average='macro')\n",
    "f1_score = 2*precision*recall/(precision+recall)\n",
    "\n",
    "# print('Accuracy : %f' % acc)\n",
    "# print('Precision : %f' % precision)\n",
    "# print('Recall : %f' % recall)\n",
    "# print('F1 score : %f' % f1_score)\n",
    "# print(\"\")\n",
    "\n",
    "print('|Acc\\t|Prec\\t|Rec\\t|F1\\t|')\n",
    "print( '|{:0.3f}\\t|{:0.3f}\\t|{:0.3f}\\t|{:0.3f}\\t|'.format(acc,precision,recall,f1_score).replace('.',',')  )\n",
    "\n",
    "print()\n",
    "print( '{:0.3f}\\n{:0.3f}\\n{:0.3f}\\n{:0.3f}'.format(acc,precision,recall,f1_score).replace('.',',')  )\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "95.66666666666667"
      ]
     },
     "execution_count": 124,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(100+94+93)/3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "4000\n",
      "4000\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "size_input=64\n",
    "data = Dataset(\n",
    "    data=FactoryDataset.factory(\n",
    "        pathname=pathnamedataset, \n",
    "        name=namedataset, \n",
    "        subset=subset, \n",
    "        idenselect=idenselect,\n",
    "        download=False ),\n",
    "    num_channels=3,\n",
    "    transform=mtrans.ToResize( (size_input, size_input), resize_mode='square', padding_mode=cv2.BORDER_CONSTANT ) \n",
    "    )\n",
    "\n",
    "n = len(data)\n",
    "print(n)\n",
    "#img, label = data[ np.random.randint(n) ]\n",
    "sample = data[ np.random.randint(n) ]\n",
    "img, label = sample['image'], sample['label']\n",
    "label=np.argmax(label)\n",
    "# classe = data.data.classes[label]\n",
    "\n",
    "#print(img)\n",
    "#img = np.array(img)\n",
    "#print(img.shape, np.max(img) )\n",
    "\n",
    "print(n)\n",
    "plt.figure( figsize=(4,4))\n",
    "plt.imshow( img )\n",
    "# plt.title('class: {}'.format(classe) )\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "import scipy.misc\n",
    "import cv2\n",
    "\n",
    "def drawmanifold( images, x, y, S=2000, s=50, Ntake = 100, freq_print=100, bgblack=True ):\n",
    "    '''\n",
    "    drawmanifold\n",
    "    S = 2000 # size of full embedding image\n",
    "    s = 50 # size of every single image   \n",
    "    Ntake = 200 #count of the object\n",
    "    \n",
    "    #Example    \n",
    "    Mf = drawmanifold(data, Xt)\n",
    "    plt.figure( figsize=(12,12) )\n",
    "    plt.imshow(Mf)\n",
    "    plt.show()\n",
    "    \n",
    "    '''\n",
    "    \n",
    "    #normalization \n",
    "    x = x - np.min(x)\n",
    "    x = x / np.max(x)\n",
    "    \n",
    "    n = len(np.unique(y))\n",
    "    cmap = plt.get_cmap('jet_r')        \n",
    "    if bgblack: G = np.zeros( (S, S, 3), dtype='uint8')\n",
    "    else: G = np.ones( (S, S, 3), dtype='uint8')*255\n",
    "    \n",
    "    \n",
    "    for i in range(Ntake):\n",
    "\n",
    "        if (i-1)%freq_print == 0:\n",
    "            print('{}/{}...\\n'.format(i, Ntake)  )\n",
    "\n",
    "        # location\n",
    "        a = np.ceil(x[i, 0] * (S-s))\n",
    "        b = np.ceil(x[i, 1] * (S-s))\n",
    "        \n",
    "        a = int(a - (a)%s) \n",
    "        b = int(b - (b)%s) \n",
    "\n",
    "        #if G[a,b,1] != 0:\n",
    "        #    continue # spot already filled\n",
    "        \n",
    "        I = images[i]['image']; \n",
    "        \n",
    "        imshape = I.shape;\n",
    "        Imask = np.ones((imshape[0]+11,imshape[1]+11))\n",
    "        \n",
    "        color = cmap(float(y[i])/n)\n",
    "        #color = colors[ int(y[i]) ]\n",
    "        \n",
    "        Ir = Imask*color[0]*255\n",
    "        Ig = Imask*color[1]*255\n",
    "        Ib = Imask*color[2]*255\n",
    "               \n",
    "        Ir[5:-6,5:-6] = I[:,:,0]\n",
    "        Ig[5:-6,5:-6] = I[:,:,1]\n",
    "        Ib[5:-6,5:-6] = I[:,:,2]\n",
    "        \n",
    "        Ir = Ir[:,:, np.newaxis ]; \n",
    "        Ig = Ig[:,:, np.newaxis ]; \n",
    "        Ib = Ib[:,:, np.newaxis ]; \n",
    "        Irgb = np.concatenate((Ir,Ig,Ib), axis=2 )         \n",
    "        \n",
    "        Irgb = scipy.misc.imresize(Irgb, (s,s), interp='bilinear' ) \n",
    "#         cv2.putText(Irgb, 'c{}'.format( int(y[i]) ) ,(10,s-10), cv2.FONT_HERSHEY_SIMPLEX, 0.35, (0,0,0), 1, cv2.LINE_AA)\n",
    "        \n",
    "        G[a:a+s, b:b+s, :] = Irgb;\n",
    "        \n",
    "                \n",
    "#         if len(I.shape)==2: I = I[:,:, np.newaxis ]\n",
    "#         if I.shape[2] == 1: I = np.concatenate((I,I,I), axis=2 )   \n",
    "#         I = scipy.misc.imresize(I, (s,s), interp='bilinear' )           \n",
    "#         G[a:a+s, b:b+s, :] = I;\n",
    "                      \n",
    "    return G"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1/4000...\n",
      "\n",
      "3001/4000...\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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3srOilekjxwEQbjGiUxRe/mYz/cek8+HyzRh1wUSnYOgg2nVG/v3KQhLzh2KOjCF35AkAvPDsEnZtK+exjV6KA9HYDDHo9SrqkDwUVSGg9xOINKJaUlGjg/crKawhOaUPIyZOpqWlCd2Ik8HrOejYlKyhXLbgS/5y+RnYnE6UhGFYIsMB2LatFZfTy9rqYsqqq5l0+kwURRI1IYQ40qTqoxBCiGPK4S6zDzCdVQfob0ovLb3vlztQCftDjb83Xnp6bZtJ4SHG0fvH9zRW/IyohBDiD+mwVn2UGTUhhBDHnKvC1/LYgCp8jwxl9/kdTN4+m8FLxwBwy8AGktR2mk8K5Z2zQpkXvYUL0tfTuDiDiofy6b/nKdpeHM2qq3Vc0qf6oH3dk1PGsPvyOeXtc4i9Kopnh3Xz5sRg20enazwzqIXkR1PIfW0Y05WVvDDuwLNVT/+pmDdOdDBl45+Zsu12wl4/gdsydwBwpm4l05UVzDSs5uborTyVVcQ/5wZnxsZ33sd9wxsw/HMUma+fyCsTO1k1vhuALX+fSUHFx2y+6zS+vGw4D47U887Z2QeM49mLm3it/0CeKGhg21wLpZencqZlEwDXJe3koYwdjHx3MkM+PotPzzSw8ZaBB31WQgghfiKJmhBCiGOPz8/k3BjsdSWkRIZz2V9fxWQKFt3w2J2AgssbIDu7D3qdgqoqVJXU4nc7aayrIDkpH70pjr/9/Z6DdjU4PQ2Hx4WzuRKLxUS0QUULBNtCLCq5Fg9hURFEWkwUPjSXReu/O+D9TEYjReV1EJGNpo8kP7MPASW45dwdgGS9jkcn5vPsNVMo7bAxWgkuffQHAlwwZTRTLzmH1MH9mDVqCPb9gfj9fspLywgJMZOakkJSUhLpGRkHjEPz+8g1Def0UScxfehg+ifF8fj8MwHITorm/PH9MBhCsUQkkmPW4awqOuizEkII8RNJ1IQQQhxzEiLCyEpNx5JegNcYx4V/OhuzOQyAEcMHs16xEtJup6GhkQAKyXEx9E9LZMzE0+ksr8BiDOWkGZez8O2PDtpX/+R0Gu0emrHgQKHD4+c/pwS8/dFqlIhQVu0oZ/WOSjIzM8gzHbj0/ciMBCYPGUjx9r3gc7JmzQ5Gjg1O0amqwl8n5BIWH4/b6WL+cTkMDFbux+l28fi7i1j19he4a5qYNeo4PKbg7F17eztvvfUWqqqgaTBq1CgCgcAB4+gTF8abDbdSuikVhws0P+QmxgIQY9TY1OBj2ca9FO3dzDnTT6KhrvWgz0oIIcRPJFETQghxzKlu7aGnvZ0Nyz8n0NbEA/f8E1UN7quqqK4jUwslusZKUlISep0eszmErOPGU1S4BpPXycJXX6GoppaM3JyD9uWvK6OltRpraQltLVYUFP6zjaEn4OPr1bvJDA1nbP8UynaV0OrufS8cQGVrN25XD3l5uXjdfk4YN46G+uC5bL5AgJLSFvpnWIg0Gvlwbz1tjXYA7E4nfRPimDRjCjGpCYQnxfKfMiMjR43EYrFQWlpKfFwcJpORLVu2HDCOAtMZXJH/IDv876JHxe/1Umd3ABBtMVLV0s6I/qmUVVnx2RwoeilAIoQQv4QkakIIIY45iXoju7ZWkBSXRagpjrCwWNQPgnuo6uoasOHnU6WNvcXF+L0eXG43e+raMUdFUNXTBHY73sgEcgfkH7SvtS0O/IYQFLOJOrsbVVFR1GDSogJWt59vl+9g2+5KNpVUkru/kmRvWu0Oerq6Cfhb0HbU8vBni9lXsgeAh4YNYEBGKivXleAkhLSOTtpqgjNZHm+AEIPKoncXoSbFs2zlOkL0wSWTLyx4Aau1C5vNht1ux2AwEhsbe+CBqRo6rwH0AVYVK6zdtY8Gqw2A6JgIRhVksHTdJhLMBqq720iMDjnosxJCCPETOUdNCCHEMefeUScxacxJ3Lv9BS4c9xAj/Tu5YPW1XEwmxmg/ZSFujotN5LmyHWT0i0EJdTG0TzjmyL50tiZgo4sxGS4ioxMO2tfVd97Gjs+e5OuSXezq9OEyhGBydAFpxKSZOC42lu+sTczMGsGedS1Uxx244HFuv1gamqwUddeyvG4L28rXk1MQB0CVYiUtJBqvG654bzF5qUZ2jctiJC4i00No0XXzxneLycgMobqlEqehBzAzedowampqWLFyJTfcfglulxun1nTAOIxRHsxJLhLaE3m9+B28Xg9de628zWjaA13Expn4tLiMB0cmU+0Ow5hogQNUzhRCCPH/kvL8QgghjimHWt7+0Evm9/ZRdmhVnAN4e21TD/D7a29l8Q93uX8Ajd73tymHsJjHj6PXttPY+IvvJ4QQR4iU5xdCCCF+jbdG1WF4fhzJH8yk5Y4MXh3XwOXR6wCYoV/Nhnsn8/5Fmbxwejgz9Kvxfnv5Ae93UXwh18ZswP1XBxkvxuC+vpu5UcEEou6hM9hxWSolF0ZTdWUihZels+va8QA8MLqLfTclkvfRVDJfH8nzY1rYeHUoAKeqKym9MpSR627g+KZXSftkBn5bCMN4gDsy9hL/4hjyPz+H7pvCua9vCQDTvF9zW2IhpkcTsfwjn64r/Jzi+eqgz2NezHY2zQ0wedFJDH5pGKvmu3lxcjMANydVcFdWDbekVXJ9/B7u7lOFvV3l89tsPDe+g+O3/ZmTS+5h4g/n8NLU4IHiObvuZ92ZeioujCHqxRnkLL6Wf58WrGpy24ztJH5/J/0X38HgjU/y6uWJ3DMveJZb6IoHSfjXyQzffgdRL0/gmeMa+OiaJACa7xlGwqvzqLiyD5EvzqX+7oEYPLKcUgjx30sSNSGEEMeceeeeSVV1DU6Pj7CoGNbvqcTu279vTFUZOnQoL7zwAuvXr8fv93P11Vcf8H6KomdwRhQrilrodPjZU9LC/tok7N62FJ/XTSAQIOD2YfL2sKWhHAB/ex0FMWZQw1jy/VZOyksjXP+fGTgFv6bQ0tpJ/Z4dpOQPx+3oJuDzkBVvwRgWAzoL6VkFhBl/mrXr6HLx7dpa3K2dlDY6wH/g6o0AWUaNNbsq2LmzFJvbicGgQ6cL/jB8xog8zh0/mteuu4Q7/zSHLmsPoBBiDuHua86nrGgf9u2b8Qd0zJ5QAEBtbQNddif1HT18tmQZ1rZW0rXgTKBLZ8fd3cOWbatp2LOVBy66GZMxF4DY+HgKS6pprynjlU++I8msYjQEZwk9QEdbNQl6A6XF6wk43GiKFCgRQvz3kkRNCCHEMcdu72bUhLGYdXrqquvR61QMhuCX/rCwMKZNm0Z9fT01NTWoqorRaDzg/Zx2B5GhCknmEAbl9mHu+RNxeoOJSUdNOV6HFc0UTo/HheKH1s56AFS9gbCwaDrbmjl77hz0Xh8bt5UBkKfoGTpwOIqjm+i0/jg6O1H2XzN+2EAi4/pgMppJ7zeasyaN+TGW0wb34fQRfQjRBZg8Ig/FcPBkpkXT8/hF0wkxqry7ZictnT5iw4MHZQ/M6cup444jKS6MRJMJt88PaLhcbjKMBjIj4zBnZmBSFX7YUgpAIBAgNj6BLqeTCaNHowQ0xqUE9/OdGD8NetrITcukvLaahvZWtq75BIDYyAjGHpdPaEgs18ydxSlTxzIqORqA/moI3R2dDB47EdUN6YnZqDrLz3m5hRDiD0kSNSGEEMec5oY2PG1duJwO2mpqaXUqdAbMAHR2dlJcXEx3dzcQnGFLTU094P38KMREhOHoceN2ajjcLkz6YHJXMHwWLZ3tWDubcLidVNk66eoJ3jsqwoK3pRm6vTSWFlPZacdgDFZ9TCFAR005uqQMTHrY8OWH+3tTqG9pISwyFEt0FCaTgcJ9tT/G8sKa7YSYzMQkRfDBiu0/a7e3WQe7G1v4fk8jJXXtmIxG6m3BfWGRscm4HU6WbtxHt6YS0ycNgICm0dDeSlNbHcVNzTTWNtFhCy591OEDtxOHX8/eTicVe3bTMeYkAEq61tDSbaVoXwXG0DhSHBCXGbxndKSZykYbn37yCQ6biy279zF+zvkA+EafTFhIKMuXfIOfAD0eH15v7/v1hBDij04SNSGEEMec7JxMSir3saWimpSC/oToNQze4D6pxsZGnnzySfr160dHRweapvHVVwfe55WfnkhJbRedGHjjudUU7urBuP8w6W6nnfauTrq7O9F8fpQeK385Yx4AxTWt3Pv5BkzRZhw93Xy6bjttjmCykzc+hQueXsiL993IimVfcPLV9xMRGSyZX9XUSnXZPmzWbrZtWkdtS9uPsSiKwg0LPqWjoYfnvt30s57HQzfO450Ve8nJiGLQhKHsqm1i9ebg8szr33yfZVt3Miovna82bcG3f6u8w2+gMmII1e0uMnx6vt22m7K24Mls24rqUbOywaCg+H18urcKzRSsTLlhX4DvCncRMOhocHYy683b6ekM7ofTh1qY+edbyUpJxR2ws7tiH3+97EIAqpuaaezsYFD/PCLCY7HkZOJ09l5kRAgh/uik6qMQQohjyhKmgs2EAvg1DZ3BSEdHB2gQnWrEpMXT2dmBwWAgLCwseJGiMZWPe73nF+1T8fm8GPQ6VEXB6/Oj1xswxGh42jUCGni8Hox6A6qqoOgMGKJ8tNcHExudohDQNHTK/tm5FAOeThWdTo9er0dvMAAaXn0POsVMR1MbkeFhaBqgKHT32AhP0mPRknB3txMIaMH7GUyEhEXgUtoOXPXRbkJVFfwBjQ5rD6qqBJ9HioHORj8Bf7Csvt6gR1FUwuPA0a1h0IeCxwkoGELD6bZaiUxU8NlMdNscmENMEPCjBQLoLREYLF10NPqIDA3H6/WgU3U4/R5UvUJ4lEII8QC0tTSjBXzodHr8BLDEe9C5wwmgx2XrRtM0DCFmdKEOTlM2HJ5/GEII8esd1qqPkqgJIYQQR1Ajy7nz5hsp6JdJXHQ0p5x9IeBnOw/z8Jw9/PS5/tNH3qoPWw6pr71dH/LhBx+yd+9evF4vXq8Xo8nIhc+Z+OQ2E3FxcdTU1ODxeEDTcLlcLHur/leP8Ze4/I1L6WloJj46hqS+eRjDQti09jsuvc1B05orScpIYMsPnzFl+mx0ZhWnq4up8bN7vd+1C/pTu9OHhobT4UFv0DFi7p2MO/EdprPqKI5MCCEOb6ImB14LIYQQR9DMgZfxzk2XEIKOnuoGir5pZ+r0GQAkdabhsTdx1YwRGGNN9B89jYYm9yH3Fe2YyHO3/5k5c+aQnp7Otm3bKC8vB7zsXOLD5aoiKyuL6OhoFi1aFLzorcMwyF+grCSDs7JHULl9O32MRty2RrZtDAEcuOv68tWrDzIot4BhnTlsb9fjCHSwf6Ltf9VeqqNmjZdLsyKYduJATnjsawq/vIlxbUOP2piEEOJIkD1qQgghxBHUYe1hw469fLNyPV+t30tX1TY0gvvXdu4u5qyRBXQ3dmB2GWla+R4NAdMh9+Xz+bjzzjv57rvvSE5OprOzk/+snHE4HFxzzTVER0eTmJhIVlYWERERh2WMv4S9uwurR6G0tJR33/qI1NxBhJiCS0wNFiOt1nYqq4q5+6k7KNvbSJj5AFka0NVt490/Tyb5uDzCY+PonxKL3ek5GkMRQogjSmbUhBBCiCPo5XnHkz96GO4OH/gUijqKUfb/TnrF5ZeSqdZSXtHGoBP+hF/vx1nUdpA79q69vZ3p06czdOhQ9u3bx3333ceCBQuAXQwZMoTY2FhOP/10KisriY2NRVWP/u+1YaER5MUkY++TToTZQKC54cfFQh6iiQ0Nw9bpYMKo0fSNyqSuohH6JvV6P4tOJTc5niRaMOoVnr1oIsfduvAojUYIIY4cmVETQgghjqCh513H5t3bqW+p57k3PqPD6f+xzdi8l7LSGt5bXo3LbWXhzm6UyJhD7mvp0qU0NzcTGxtLdHQ0kZGRPPvsswCsW7eOkpISVq1axQsvvEB7ezs2m+1Xj++X8nhsbPzkQ5rK6igqq+D7T3/A5wweV5CeGkWPV0OvKDj9TnT5Iazd+OkB7zdrWBIdDfUE9DrsTifhAR8hFvPRGIoQQhxRkqgJIYQQR1DBKXNoqrNS09jEqZMH0mxIZvyU0wD4csUe/vZ5EWef0oeXnn4c2raxr3TjIfe1YsUKXnnlFfx+P0OHDiUzMxNEj6k0AAAgAElEQVSLJXgodGJiIosWLSI/P5/p06djtVqprq4+LGP8JcwmIwOOH8+mXWuprivn4n//i09uuxaAgNbM5u27seoMxOf0Y96UAWz8/v0D3k9R9QRMKvrIEJytPVTa3aQnRB6NoQghxBElVR+FEEKII2gJU3/xNdP44ZD6+oJBvbap/O9732ZSeEh9HarD/Ty+YVKvbVL1UQhxlEl5fiHEUbBMIeeSJNrtDhQNosMsXHnl1Vw19Amufvcsdm5Zw+AwFy5LBDWdDhqbO6h9txtOlv+2QvwcS5jK2aYNRJvM6DUFTfFT09MFisLiwGQy1l/NwPHnoup0WBQ9A/KGcv/6SDp2T6Ov7mRqN39DWdkaIsP0VLcbmfx8AzP0q4mJiSEiIoL4+Hiqq6sJDQ3ludI09K+OYEj/gez69j2KK9vxhYUzZPqFOGf9i9N0K+kfb2b24Hje29BIVU+wGMc32hTWnO7C0dpKTISFgpxUbIqJ8HusvHZ7LecefxvRcTkU6BR22Op5/h+PcNOKeC5N3kmYQYdf05GfHktpZQMjB0Uxd1k6718bS/fecnZuq8Lt09PlDTDzTxOZ/1oPi/7ch48XvscjV86nsKicRnxc+dcr4IRXOa7lQ2655RbCwsJob2/nlltuwTr0IeLaz+fmyTdw12Xz8Xc3sWV3Mc9sruDlqrxDTniFEOIQHdZETZY+CiF6lR4bzoDEKArijPSPMaPogu8/iqISG5/ESYP7My0xlCvHZKEEfL9xtEL88bj9Xqbm98Gu+ajY+DlxZsuPbdNnX87skSNoXvc1j152PnU1+9DQ+OjzL5hzwdl4OrqYMWUWM0+aT4Sx58frzGYzq1ev5v333+eGG26gpqYGgPj0figdZQweOoaROXHs3VzEwn/cD0AgoPG3QRmcO2Uqmz5+BL3up68HjU1teOw2QgJe1m8vY/3aLfgDfq67/grccQXYykvxbltFVpedux55HgCjTkd0iB6vx4Mh4CE+LpL6VhcASz/byKnZFl7423TumJtLtEVPZ4cTgE/f/4jH5sxgQmYmt805g9Lde3F4g8cVVFRUUFBQQH5+PtOmTeOZZ54BoKWylPOmDMPndeAM6IiMjcJhtx+pl0wIIY4aSdSEEL0yKX72NHXjV1UKG7rwOINfpvR6PZl9srjp07V0BlTe+G47F86Y8BtHK8Qfjz8QwOb28NDcE3jxkRd4+YbLfmybP2kUL999DZsXf8vTC9/DaesCVcdZg8PpFxPNA2/8m5KS3axfsZT2tmASpKoqL730EhdccAHPPvssNTU1xMQEi5O8/fTTtDXW8eADL3L5s2tQ/H7cbt2P/d3xXQkz//5vTj7rLvLSfiposrmshSWtGgMH9aemR2PahAFoGiQmxtPm9PDwywsptTZz66c/kFswAgCfz8Ww1AgiDQpJoWb+Nvckmq3BH3P+OimBDVtauPyxJdz9r91Yu9z4dMFiIl6fn+6Obppra3n0zQ+545K5GPXBH4jeeOMNVq9eDcCCBQtIS0sLXtNeT7tP4W/PLOS95Wupau7kkuF5R+T1EkKIo0kSNSFEr3pcbsZnhjMoNpJzBybicDgIBAIoikKEycTnV5/F5JGjeeCkcejbWn/rcIX4Q7rtwnPQaSrTp03izS+X/Ph3a0gMMTFmpkweza6FzzPrrHMAeHnRVirb7dx87hwC3hDiQiO56OTpAGiaRnh4OC+//DJjx45l/vz5dHcHk6A0xUV0ZARXnjmCU9M0dC4nl9z9CABGReXWQVkM0Ov4bsnb7Gu0/hhHh9POnWMzSc3qyyWTMtFbu9Cj4fIHaKvYwiMzTyRFiePREQOI1wcrWg6NtGAy6pg9NI0+MeG0tjbjdwdnxr7sjGV4Sgy3TMwiw6ASG2akZl8nAHGxEfRJTaO7tpP7rrwQrasLQyB4z2nTppGXl4fJZOLWW2/9MVHTGwys3FXKU9dfzIj0OCYOHErikKwj9noJIcTRIomaEKJXXQETrXYvNVY/1TYfXqcbVVUJBAI4NCMvL1nDS4vXUW1tpdSY+VuHK8QfjkEXwim3PMDmvWW89+7nFFfWMjwyWLHw1CmDWVW4i7LqGv754uvccPUsFBTQFBq73Hy6bhXXP/QPDGYjeS3BSpE7duzg8ssvZ926daxZs4aGhga8Xi8AyWMn0FlbiSUphYBRhxMTA4aNBSDcqLJgZyVj8rL5Yd3XeDw/LWXWh5hZVtxAa0UJLp2RPW096HQqlhAjPredfwfieHrpStY1luEzhQOwx+rBanPR5HCwdUctNoeHGScOAcDn6qbOHGD5tjY8RgOm9ET0+091NesVGp1trNmxm6LCzXQRQDMYAMjKysLlclFRUUFVVRW7du0CYMOmQv7+0n1UlpcTnZFLt9tB/e6jX81SCCEON0nUhBC9Gj9qIi2ddio7rUydOY91S5ageb2oqoqqKmxssrGhZB/3L9/Flz98+1uHK8QfTpQpnFFJYSzcsIenlq+hweVnXGzwDLCs7Aw+XbWFd955h/BBQzEY9SiqAn4/mjGM6m4ff7t8Nt2mcOrPehqAc845h4aGBtra2mhoaCAzM5MNGzYA0P/4K9hW3ExV0W5UT4AtrXYunj0TgHa3j3pV4ZE9+yhvcPF/74cfmRrGF/sa6fJ78Tm7uXtZEQFgT1kEl556Brk5SRx38SUUKaGsufu94EUBPyGqSnO3F0NKGG3tXaxcuzfY1NCA0+qlsMdGvTNAeVkDxTuagvGf/yfKyioZN3MKLZqdlKxUzKZgolZdXU1CQgL19fVUVVXhcrlwu92Mm3469gY9zyxbS5ii8fGqjZx43k9LSIUQ4o9Kqj4KIf53yw6xcJFUfRTiZzmUMvV/FBqBXtuUQ/qN+EDvK72/V0nVRyHEUXZYqz7qD+fNhBC/T4lJscwY0YeMKAseDV77bie5fZJZc38JNy6/m+L1S0k06whPyGbD3n1cNCGVP8+AupydhNYXYTGbqKyp4vxHXuObm4uY93AGkyYcR6RBw68aycvKoKhkOzfNXPZbD1WIPxTHx8eREZ1DWloeCm6wRPDqW09w112f9XpNEz+QxFRmjR9At81FSmgY1z/6LO2T7ub1E+1MzE/mjGvv5KWH72dnWTlvfLWGrdHnMo0VhzX2qy9K418Lm8gKUYlRDBQ6nHx8/HB0y8LoW/kKF198OQatkb5p6ZhCE7nzngfYk3o5DQ/0MLBvCGf/vQOTonDy2L48f5OXpUNchH99Me4taxk9bASNTVXsi8ygYPIEihKv5do+e0gONZEZE0p2RhwOq5Wx/4qhbkkf3ntyA1kJMdS1daBT9EQnJnDFNyoPP3I/n378CTGRUdRWV+MLBLjqumvI/9uXnMraw/o8hBDicJNETYhjgNcbygmTJ5IaG0l5ZTWndjhZuq0UgJbmZqbmxOHyKnThZmhmNF5PcNP/0oULOHf6SegiwomLMpIdYSQ6Opra+kbK9+zB3dPJrEmj8Lc18tW3W7hp5m85SiH+eAyKnoDfQ1tzKSZzCAGXHY/dddDrNE3jjcsvxhQZTUdzO/c9eCdnL1MJuB3Mvvga9CYL1/z9EfYUrgTdkZnlrnH5GWNWSI43YFQBm5kLV2zlHSah0+kZPmwQ5wyfT6y5h+TMLOxacCZt9tRYRl/Ryve3T0NDx5rtu/h+sxGGuFjz1YfMnzoNY3Q8iUYd63fu5JXHXmbi05FkRkdQ12El3KQjosNFXX0H45W44L5Zv5vocAtdji7CDUb21dQAfdA00BxuenQ2UtLTsLa24fXKUSJCiD8GSdSEOAbU1Vby+u2nU/h9BQZ9GCdOHUuYSQEK6WxvZn1bLaeMyGNTSRsDk6NpaK0HICc9llv+/jhPPXo3f759AQP7hGDrsdEvO4mzTjgRQ1QiadEWGutraA1EAO2/6TiF+MOxWflkxR5GD0yjy6NiMHmICDMc9LL66jIe+9cH3Dn/HHaWlRJwuwEzZ06fRvWW7/l2TwvnnXM23q5WlMBhXYnzI6+mYQtobLXqyLO46bApTMyNA0ALRHLKqFyue/JFBiSbOWHiaE46fzgAoSYf49Lgxn8uxqkEmD0kmfo2DwnA3oo2uqZAZ/EuuiIz6RsbwyPvNDCRSAL+ACcPH0yoUWNrWT0dDi8BLYCiKiTFRpKakEBkWCjdPTa6PMGk0OVyYDKZqKuvxWAwYDaF4N9fRVIIIX7vpJiIEMeAxMRoNjeaOHXaCbTaHVRu2UBKVj8AxoybylmjB7K3pIYIu5WifeXs7QweFtvV3MxTd93Mm08/zetP3kZ7jwMUBVU1sb6oigGJUVRu30xafAx2l+xNE+KXaqxu56JzzyZEVRjaP53anfsYPWrQQa9LzszmjjNOweB2c8LooeTGB889mzbvUlL6D+bP191ERFgUfQYMo8l9ZA5/jtKrDEgyMCFaxd4JmREhFDV0BBsNXqJCE7n6tOFkR6Zx5rB8fL4uIHi49pBwHYNiDdx/7iga2rqYMS542Wt33kx6SjLVTa2M6JOAzmDg86++BiA7I44BfVOoq23hommTGJSVhKooaBrEx0YTG2YhzmwhJTmehvZgHD6fH1VVyc3qi0FTCLcY8fu8R+R5CCHE4SaJmhDHgJTUeL7+/nuqa/ZR2dxJYV0nof7g8saFC99lc1kNlS122twaTj+0Wx0A5Gfl0e1zkts3nbKGMurcOgwGPWv2dfHe+0spLd5Felo8LQ013GOO+y2HKMQf0uQzZrJ46WfYqzqwNjeSUdCH5JTsg16nouJTNdq6rFRVlDN13qUA6KKT2LRmBa6uJjqLtpEyaCJml/uIxK6ZVMIjInAFPFhCQyhs6yEnIhSAgGagzWvCHBXD8WMLKGrrRtOMAPi8AeZeG8qgnCSaGzsp6ejGZAp+HbnxoXupbagl327B2lzN1sJtVG4LHnLd6XCzs7KakzLzCOhVstLCUXQ6An4Pu4ur6HB0YQo10Wbt5vRxAwA4U9dNVmYq9S3NhEVHoQ8EmN9QfkSehxBCHG6SqAlxDKiva8bl9HLH2zsw69z0dNlprg0ub/S4HKxu1ZGeGo1f87G9ph1t/0qpKTc/yftffEYDOi658znGJEditzvIHz6CyYZ4vl65le179hGXnAg+3W84QiH+mKzWVkJUiCzIYNvOUvoPOR5bZ/MBr/FrGnuevx0iLdQ01vPNrhLGnjEHgHnnn02/rGQWPPEwuvRMTj9/LhFhkUck9kHZyXS12Al4jRjTjMREGtHigss2O+w+/vHxTlbtruSDwt08v9aASwsuOVxWqKffuQ28tLqavy8pJfy400icFdwza1S8+J1dGCcOYO3O3TzxzmIsIcH+Oq02fD4ftmQT1zz3NuF9JwDgsffQNyMBndFATUs76UmxZGcGD8M+rraY7I4qjKh43R5cPhVL/fYj8jyEEOJwk/L8QhzLDrUE/+EmJf3Ff7FDK8Pf+/+JA1VvPFBfR7NU/aHEcbRj760/KekvhPgVpDy/EOLwaUx4i1PmPsTNfzqFvOwsPttUwphRfTg9+nYss82kRVv4/o1HOeHSG6hu99P+EdxaeC+jc/sSHxGJ0+umqqWDHzZs5cu5z7I7tZiA30/ZdwuJCQvntYUfcNeL75FXm89fvriUsWnxxEbF4fF6+Odni8iJjeSlk3/rpyDEkaN9fRXvL3iGO2bOp7xyF+/v3czZV92MccYLLDw/jRnZMZw6cRo9rbU8990KdleUc81KM5/eOIK+oQoJyWlYrVbWFZdyzhP1kNB7X/dOcnHO6EnkhlsIeFws2byaBj1c/fXBC5QcTt7XPURZsxifaMDeYKPD5SUQZabkL00HvC504WhqtlcwdfxgdpUV09Zuw+FvhccPf4xzojeQHGrmgqnjuXTOTF54630eXlaFv/vw9yWEEIdClj4KcYzT61Ve//ssTjt+JNl9kgl0tbDg+TcAUFVY+PydWJvqeeaWOejxo6GRnJSCig9TZASGEAsWvUpiYiIARqOezrKtDBl9AnEpOYzql8O9V84DoKG2hsaODopryqmpqyU/M4WmhrrfbOxCHA0h5kiuPus80nIHkJ4+kCmD+mMyBX8nXbd8CaccNxpLbCwJacns2rqVtP2FQUw6Lz6nnZLdW2luqMHg70E5yG+1abEZWNsqCCh+8PlRQ/S4nLYjPcT/IcxjoaOyFjKTCe2XQHqckUDg4GXx9aqB8cPySc7oSzwGvNYWPK4jkzn1dHtAH4nLb6KpoYnjCrK5/pozjkhfQghxKCRRE+KYp+D36AmNSuKH77Zy5Tmn8PAFpwIQYVIIj43EFKfgsCtMzA0WCmiorkRHCPsqmnBaO0mPj6e2ugoAr8dDemIqmzZuZ8PnCzEYIxiY0weAUblpRISGUFFewfvf/sDqTYWEGo7uL/1CHG3eQA99Y2JxNLSwetcqwk0WFDX48TsoJ4Xv95RSX1OB32nhbxeeTWRIsOhGmDEUh9PPqL75pBjMJBpCMRkP/P8lNSkCVVEpLdvDt4VrSAyPxl5ZfcTH+P/zWbr4Zkcd2J0oCREow3PYvLb0oNd5XFaS4uPw27romz+QMcNGM3jQgCMS49A+ifTLzGJ5UQ1LNpbS3WZjTnTrEelLCCEOhSRqQhzzjIRYzLz01ALCQ6BobxG60DYAFCfUff8D+7bug5oibj//EvSKjraGBpSAj6FZKcSGRKDZnHTvL89vMBhQfR6OGzGEqOyBRLp7MO7fC+u12/D7vOgUM6MzMsnJzcMfd/AKd0L8kXl7bNSgx6VzoA/osNoV9Lrgx2+/zD6EG7y01HWg6rx0OTQMyv5kTFXIDA+juLqChPgEwhNi8GuBA/bV2d5I37h4chMz8Rn0eBxWqpuP/lq+HWvdeLw6COjQnCpYYURO8kGvs5bvRucPUFa4g8jISBIMOo7UXnp7TyehOoVYr5OUUDOvffYZu3YWH5G+hBDiUEiiJsQxTtVHMur8+8kbWEBIXAw7i2u5+63gl5VIj5e7X/yIltp6rnyjkFn3PYeGnlUVe7hnwVMUVZbi0Gl8X7yTqsaS4P1UcKPg6WjC2NNOt9/H4h37AFi0ZjObtu0iPDacryqa2bWvhrWFhb/Z2IU4Ghy2bnzhZgKKjlBzJHGZcfTYgmd52R1Onv94GWajjy17dvP5N0sIiw4DQPU4aAM0vY5dNVVEx8WiUw78sZ2iNlO78BU21e4lOSqCjbuLiDSajvQQ/4fsET5GZppB8aGEKpBkYVXPwZc+nj7vRpZ+u5n0mFwqS4qw+pw01nUckRjLOxTarR0kJ8TSNzOWeics3lZ2RPoSQohDIYmaEMe4qJ43Oe+M8WQdP4WyvRu5/J6H0flaAFDj/NgUH1uri4mL8pEYHUCnBEiL8HL9S//Ar7XS0VOGK0Zh5vz9eztcLURmJmLJTCV/1mlMOPs07n/iYQDmXnIltY4e1hXvJDnKQ3IspCX8TipPCnGETJk9i3h3FdF940kblsGASSdxxxMvAWD1NpM9IIZ/r/qS1aXrOemMEfTQCMDAYSnkjeqDM8SGVWvGFKOCeuDZpYFTxjH7zhuJqt/Ntp2rcfq6mZURcsTH+P/bVe7nwhfup7jWyvdfrqRLn4TT0HPQ6+bdcjMn/GUWSj+NVm8Tby1aRLv/yBzYPWFkDC1qJ33zYjnr2RcYXBDJhOnjjkhfQghxKKQ8vxDHgt9LGf6jSUr+i6Poa8b02qbD/Ivv56a917ZZ7Oy17Rsm99o2nZW/OI6j6W16TyijGdxrm5u2XttCyey1LYD3f/27eoCC2Ac6GkEIIZDy/EKIXyplXjxLPnye+LS+OE0hzDnhTHbVN+H+vIcH9r1PfpiHk04/jabCQj4o7uRv8woI2zKISx4bhx4VvdFInwFDKC4u5KlLN7Hiu7EYdX7CMweiKaAPS2LH5nVcfc5Srlp+M+NzExmWkIJ197ds2LWDsoTxvDTjOZRTIDYinJz0BGIiw/l+SxFutxttKbzWupYpOx9E83uw+7pY2hRKZ95U6jc+R+K4f2Pf9CgPXH8eDruNz5Z+x/Wzl3FL83XYFjn4x2Mnoxp0bFpRxHvflPL8hf/+rR+5OMYsu3402dnZDB06FL/fz/Lly/nyyy95dFco55nW0e31AgqKoqLtP/h5cWAypyorGB1h4IOrzsOlGTn+pXd4+f7b4IZPCX3lZPpnZ2NwdLNlwxZKbT7ibiuBA2z1Gti9lM2fvcaY4eOwtrZw9713EJOSypnv/TFqzqf8sJRhQwYQCPjx+XycPOMsbrzzT3DG2/wpqog5g/qSmplM3rA8vtlTxrTHW/BvncbXD25m0LAh9O3Xn5qKEnbv2Mnpy9v+D3vnHSdVkfXv53ac7p6c8wwMYWDIUTKKIoiiGFAQcRFzXMMaVsVVXBXMOawIKgISJAoiOefMJCbnnpmens657/390Sy+7+9dYHdEDHufz4d/prhVdepOT9epc+p7+OKZeK7qO5BuTW5S2uXiE0WOureju7GAvKpvOP7VbGL1KsKz8ti3byeXP/Aip7Kncezl0SQovdhMzbj8ImWtdvLUTsZ88WuvkIyMzH8TsqMmI/NfgMPro77KxMefLGTAsEspa2zin4c+Pp+HLsk6zKWFFJ88jCj9dAId9PrxiyI6hUDF8YMotKFnknsMJSwsEkmjp9Vmx2lposvgq4H1CJICXG4OH95NqiAQVPykUpeWkkxOYhSvvz6TcZPuxev1nmkryj9MXmMdSXEqKqp8qCWRKL2Wntfew5oTdjq274lCocLu9BIfGYpQHFncwORuKXw6YzX9uiWgjw5Dsvw+NqQyfyz8fj979uzBaDQSFRVFSUkJDQ0NQAc6Z6QyKD2N9OQo7C4PzSYLn+w9EnpQELhjSDZuQwJ/+fIrZj37BIJwWnzHbiEgKqk8WYrV6iM5MZrg+fT5gT5Dx7Hk83e5/YFHuPqaCTS73MCuX874C0i7dtnYHR48Xh/fLl3Oc889R6euWmoBhSBR63aT6vURk92NwPFiVCoVQVHi+qlTsLU0YW010tpsQvT5AKhrqMFzKocNRYV0rTfTsWdv9rRWcxlgs1loaqplzu4CLr2khjiVdKb8QVSUmuOHDtBQ00i/3n1JykjlsqnX/UqrIiMj89+KfEdNRua/gIFdutBt2OXM+PvL9OqYR1p8Iv88p+kUcKHSxxN0i3Rsl4E28FPNJaUgIAoQFxVHQkZnlGo9EqCJSsaqiiWo0BIXk0R8ck8itKEogVop0K/vpaQlpHMq/ygxYRo4tgWADqlabrl6NKkJscx+5EGUSuWZsaJi44iIzSY793KiozSoBRU+rx3UWjqlFBLVbgTGunK0cbEIgVDKUof+ag5WORnYOwmvIQKVRuTA8bqLs6gyMv+DpKQkdu3aRUZGBvHx8YwYMYJAICSeIfpF0iMj0Rn0JCQn0y4uimx9SIL/oyGZtE9I40jhXp6bMpU8SYXq9OFGaVEVkUKAMI0KfYSOsDAVwnkcNQmBhsKDTP/zUxgryunbpzcJWs0va/wFxOH14fUH8AdEhg4dwmUjBuLyhj7vV/XMon1sBGazFWtVESISCCCJASQpgN1uoa6qlrTMLAKn1TF7lTZSsXsHKTFxZGZ2oLiqiqzvQ3fefnzsdrQomDCwC/4WKzGxMYinRTVjIqJpb4hiZN+BHDq8j5SUbATFf2EKuYyMzK+K7KjJyPwXkNs+k6pDu5B8PuKzw6lstRFOJACFwTCaysvY/cECKmtrsQV+CrQ77DbCVVrMTY1YKwpACm2YDOERdE6Pw95YjslYjctah2BIAMAXlCgt2IQzMhq/RkOV1Qs9RgGgQGDuktVIopfCkuNIkoTidD0ppVaL1+9h26ZDNLldvHQykoXrK3DaPfgJp8YXj7PORtPunRSWVgPQrb+VDeuPkagW6ZmlRGywY3Vc/OK+MjIqlQq3200gECAyMhK1Wn0mYiwhssfmRAwGsFss7DxSSM/k0Ocl6rq7KG+qoXNsGgGHk2EzXmbsIy8A0CU3A3NVOZGx8USoBZQKDee7ui0AUlQyQZeN+x/9M3sPHmXUvU//kqZfUNb/uAGrw43D5UShUPHE0y9hsbkBaHb68GnC6JTXA5WkoLmxiWAgiBgQkfwe3DYXzlYXTcZ6SqtCBzbNAzJoSZJwiz7sfiX2RhPH+4TqQV77yXe4fAEqWy1kZnZE074Pohg6cDKWF7L3VCH5JeXYLB6GjboCUfbTZGRkLjKyoyYj81/Agi2HMbWYcLRUYqlqpveUF5h52/cAOJ0OTDYjmVf0oLi6DrfrJ4U1Q7gBp9/DtlMleCUJ0IAk4TeEk3/yJNt3FVCz5xR11lbi+l4KhP6ouJ1OjAdW4xfBKhgQFaFj6mOlTYzs24lZr73NF6s2oVQIZyIEr2/xcHXBWExeO3sblIi6eCK0Cgx6DcWVGrqHNZOcm0tUUhaHikOqeP1qs3D5ApQU1bP806088fFuqqzui7ewMjKnCQQCTJkyhdmzZ2M2m7n77rtxu0O/iz61jktrm3F5RVpbXZjdVhTBUFvhgZ3sK6zG6WwmThFk0ui+zJx6OQCRMXE0eQJEx8YwZ/0BSkrK/i2JrWhlgKryIl57/q9cMXnqeaNwvyXemDUbpUJADIq8/tYbdOrcCbs9dPhysLiewuoa2vXpyNsrV1Fd2YBGqSAQCODzB4mIDMfrsBL0ebFYQwqTa1fvYWtpOcaGBsoLjtBodXJgQwEAAVHEJalIQE1NbQl7faNQnK5vJ0kiSqUatUFDYmrG+cQ2ZWRkZH4RZNVHGZn/AmoXKEmMi8ViaQWVhkBARBVmIFFnptEaTlS4CjEQQBAU2LwiiXEGBF8jZrsGSZRQSCAoFaBUEqlzI2mSCfo8BAMBBEFAUCpRqnWoAvXg0+JVavF4vIjBIAqFQJgYQBspUWsCQaFCoRBQqbWo1FqcthbS48FoUYMEQXU4iCIKQUApOdGoVYiEoVX6UEoSdsCr4W8AACAASURBVJcHgIQYEZdTg8UtEaFRoFJAiycAEqQnBGXVR5mLynLbSBwOBxqNhvj4eADcbjeCzo7XHIkQ8KJSKHB4vKgUAggKIlJUtNZ6USoElEjowsJw+v0oFQqUCa0oHFokScLr9aNWK/H7g6hjJa5TnF318UfvNQgCmM2tqNRqomLjQAK/ovl3ofroMoURGxuL3++n1WIhLi4Ws9lEZmIe5jo/CkCvEAhoVHi9AaKTVXi8NgiE0kLdbhcBf5AwnRZNjB9/Uzp6fRRBjxOFQkApKFDoI1BoW1EEInFZWxBFiaA6CqUyVFzbEOkAdzhul5NgUESl1mAIDwdB5ArVyl97mWRkZH7byKqPMjIy/5c773sIm81GSkoKWq0WCS9Op4uPrnqfg96/YWgJEgjvQkNTHdkZqYjBIJczlWDyZxzLP0pJRR1vLFpHXmoUA6+4jIeHzuGFuXl0T4th+ktvUrHxWwyJCUQyk1fnZtAhI426egctLa3U2Ry8+9UTRBfdSeDS73lwwKM8PjmdmHgdaxbbKG5qYfabR/hHwdPodXqmXtkPt8dJq7GB0sITpA/7By09QuIKnroSthY0cOVlQ1GJjeR2v/x/2fk/Bbzry05x+OEn+KC6lrHpCWRGuNBNepB0buGRNz7HY6phz5q5TL58DNWRHZDCIvm4333c+Pn1qEwN5FfWgShSa7Ey6vLRLF269KK9rx+4lIVX2qlzBWmy2Mgw6GhxuVm7YRuxSelt6nP5ilW898pfee7mqxHUaspqKzFGdqH/cxvY/GR/Dhw4jCT6qaio4NYpU3j11Vf5jR/WnZfdq1+jpSmINWigyephwKg8tIFYmgc8xVhpB/Hx8dxxxx1kZmby7LPPYrVaWS9cxsu9CtHr1ahUoFEJtNpFQGDbgZo2zeP76Q2EaRRkZQzEqNUSrjuCO+imw7M6ro/98ewPnuVVr2M4e2aPZOPGjXi9EjqdjszMTK59p4ZT0ctwn0pm/dJ1rJ6/gW92zcPldlCZ/STfjnMQDAYoN3uw2MyYWy3cOmoAo5ad/ev+By5F3PEOme4FvPviVzQENLTv0JlB10wi5pavmDHASbdu3RgxYgR1dXWkpaURNuYLbk46u+N3z6QxSAh89/0u/EIocq6UBL60dqD+jRt55oV36d27Kwa9gUEDeuBxWhnwdj82N27HV2Di5h8/5EhSL/Zedi2GsGbuT0yCtH891t339GHTd1WkqxJBYeC2blfzfdF+pjQFqdz4CAcW/I3amibKW9z4VRqeff0Dwm/6gNGqlRB3FgN0p//JyMjI/IrIjpqMzB8Eo9GI12fH6/WiVIk4nU6ioqIAWLezlK65nYmOseCyBVm79DvG3RAqUL1z83a6dm6H2l3IxF7p7C9rYs3qVTw8FFINOq4c2R8hKJKeNwCbqRJBUBKu0eHxiLhcXnw+iYSYKN57cy4zxoFEkGE50TSaBMw2FwnpPhpbQqIhapWG3u3jUSoVoNVhbTJhtrtCbU4rhzcv50SjgMnuZNuOHbz40I3ntPnxy8dS6PEypn06i48VEh0M0KnqXa6fCRGGcG5NSOCBrk+iM0RSXVvGSl8MAHarg4cG9iXqqiuoKa3mlQ1bCA83/FKv5qy47VYSNFoiYzUMTI1nY1EZ9lZzmx21sLAwOmWlEaZXo42II1CcjzZBC0BtbS0PPHAvjY2NNDc3s23bbzu68u9SYUnlugkj2TnnGbqk5XJwVwFBZTjZA0Lt9913HxMmTCAyMhKXy3XmOUEIkmyIZFT/3rS47RTXmaht8bR5Hk5RRUZqX8Z17ojDZqZS6IIqcOhn2ZaTk0NycjJXXnklOTk5iKLI4ubhCJLAG0++RX1VI8+89whfvT2P2x6bCoDP5yegcPPOI7dxfPcGtp8sZ+Wmo4yi3znH8nnsmJr93HJDf+qaRVTheuoPLyHmFpg9ezbx8fFYLBZGjhxJIBAgX7fonP3FGFTYHS7Gp0ncMeZSjlcbeWHTKQASk5P49JkpXHXbn2ixB3j/ww9JSU4CQBQFJq54geH9+pJnPMFM9xhQn/swQSSICAyIyOTGvBFow8JZKtUAqbz2xF0sfewWJAQ2b9uNWyHQavMS/u+9AhkZGZlfFdlRk5H5gxATG050dBqHDp4gGAig1SnPqCoOzwojGLDSWNKAVqMmIykeh8UCsZAU4WXB/BXkde3CAVM1BPzUNJkBGD1hDKsOVjBe+J78fcfofc1wxEAAg16g7FQje0vqaJ8cQWWdi3kzp0L9LpDU1Dr9qGt93HD/NWxavInkhNAdtSXLv6fdpJHsayin4GgB2Tk5OE7XnH3k7a8YGmHGp29PwalTpCXFYbdZzmlzZbgWyeskrmdnPnhoCqbaGhYv+wYAc20xm5qLSY/Qo9XrabRZEVNSAbivXw5Oyc+ixctJiI0miEhExMXfumWo/Yy48jIGDOzP5Edf4U/XjeauP03kx71FbepPo9EQLgZ4/uMv6ZIWjcnuYUBOqABySkoKwWCQJUuW0LdvX7p168bWrVsvoDW/Di/NfJkEychtr//IvGciOLi7DK8hh+z7Q+2rVq3i22+/pUuXLpjNZp588kkA+vUfikHwoNImkBzflYjwQur2FLd5Hq1WPznpGSz7YRXxMfE0egLkDfx5GTAvvvgiSUlJXHbZZaxcuZL+/fuj0qh49c+zGXjZeOZ/uhR7qwOT2UxEdOhQRqsQGdStJ+9+9jnNDY34pHAyk8+v+qjSaKk6cpC41Eh0Cju6lCHYVUVANZIk0djYyKpVq0hPT2fUqFEYsvXn7M+tiUGqLWFrswrFpiN06dmZ/n07A0ESEuL56KuDlBktGJvNTL93MgeKakPPFR1DHR7BwcIT1DS1UGv8nM7Tbz7nWDHKcBKUOo7YK+na1B6toCVeCIklvfja2xiLN7Ft6w5qzTZ0sQlk/A+1WRkZGZnfMrKjJiPzB8FoNNLSYmLSpEkYDOHs27+dwsLQhl+rURNu0BChAnV4FEZLE1pDaGOXHBXD/X99gc+efowbO2fx+roqAqevhx7YspMHn38RIhLJ6Hcp1QfXEIz0ExmmpVOmgYRYAx6rG4UksXN3ATdlg8IdZNCIHGKiPEiim9ROkbQYQzWNlJKa7PR0klNSaJeZgTLMQEarBfiGOKWH66+9gpp6BzZbJxy2Zn7cd5zh485u88JZ03juufe4+rL+xCdlEyb46ZV8WpmyqYybxl5FU0MNQb+XtIh4sipXQh+oVEUwWK/g7vFX8Pn3W0P3g3Tn3nj+EjzwwF206zMUUVKz7B9v8f4/5qIMBtvcn1KpRNCF8czEq9l77CRqlScUvQRuvPFGwsPDueuuuzhy5AiPPvooH3zwwYUy5VdDrVEQRRmfPTyaQJODHokqPtywkVtIBmDWrFn06tWLqqoqPJ6fImYH9h1h6pjBFJUUc9XQTjT7ovH7Am2eh8srsWLNEiZ0H0RWehZRdgsS9T/LNrvdzowZM+jYsSO5ubkAxBGPy1tMU00Tb3/zKqnt0ug2sDsqTUjSX1BCouDg7iuHsGrLdgwKkTrr+SOFgt/D8NHXo5bqqTEqCWhEEtKjaCX0e2UwGBg3bhypqaksWrSIfu3tEH32/rSR0Rj69OVm53aevXci6kQD6V+uADSEGSKYNHooIhL3PHgve9YvJzouB4AHKlbTq2tP8k8c48rBw6k9VEGteO6IWnWgDo1SxYTUAVyanIPd7yU59ip8bEfr95CcEMe9d93O2p2HiNFpsP3O031lZGT+e5BVH2Vk/iBotRoaja0sWbKEr+fP4eTJfBynperrmiz4XBb8AR9+pwW0WroOHQuALi2NoLGK7tE5RMRHY3N7CTutEjf+lps4uXop3u1b8ThMvLVoE8FAgCarA61SpLC0npoWC8qghE0MnWALGh2fLDiKqEigud6Ny2pDFRbqr9qkJbtjF754530qyhtoqWrh6J79ANx/ZS6VBfnsPliM2+vG7fVgajGe0+YOo+4nK8aFy+6ktqoEpUZN/2umhNaj7zj8Dh+Ntc2YmsxERERzMieU7mn0ClQYG/nbwlUUNzUz8U/T0eku/oWUSc+/j7/VhruyGmNJGbMWrDujFNgWVCoVB6qtlJqMtDbYqWm2oFKFzuMKCwvZuXMnHo8Hh8NBVVXVhTLjVyU9SsWKFXuorW4i32TDaWrAavtJuXTmzJnYbDYsFgtvvvnmmZ/fPGIY9fVGDAoV+w4cwuNzovwZ+lUWsxtnALSRSSxasQW7oQV7RMrPsi0QCLB06VKKiorw+/243W4aGxt59OUH6TmkO5uWbeLQ1gPYrQ5O18imy8CRHHXqSW6fi1odwa4KC8Hof2MekgNTzQGKi5uprc7Ha27lq9xHgFD66Jo1a5g/fz5z586loaHhfxWr/1fMevVdMlIyqfQEWVtvpbrBzA9CqCSBRqflq3U7OVnawJ7d+1l/qBKdPnRQ8rAjl6bWKgzxcTQ1VOBNzkF5nsCkSlDhDQoUNTayqGAbVqWCVaU7ALAp9TQ7HYgaNempCRxvaD6zVjIyMjK/dWRHTUbmD8KVo68GwY/Nbqa1tRWdTodWE7qf1GJzUt/Ugt3ppdruICktjYrKUOTJ5DXQUr4Xe/dkdtVacAUFVKczg954+13eWvQDwfQ4Lhk/ja+3FSEICurtDTTYbLgFBeXlLegzwlm0ILQxcruhzClibWyh7MBe3LUWqkoaQ21eH5LoY/jw4WjDwkjr1QGnN5QWaTK7mL+zFENcFA6HFYWkwO06dyRg+8YibJq+tLQ047MHsPs0NPl6ASCJIlUOK+2zk+iQnYFDtNDoDxm2Ye0q3tu8i+6pyVgReemlV/9X8e2LRTAynk4T72PH/s30nP4UglKN8zwb4HMx47knCQZ9HKkwUeH1cM+L7zBv7hwgtOmvrKzk+eefZ8WKFXzyyScXyoxflaOlzZQ3uvjrwr3MWrwNo1vA4bSfaa+oqKCkpIS4uDjy8vLO/HxT4UlOVNbTPjOWCJ2X5hYralXbk0yUikgKy0Rs9iYUQjOFpRG8/rdTP8s2gL1799LU1ITJZOLEiRMkJMTTUFXLFdePITxGT/u89nTp1e3M/687sYuU9DQKahsoq2/E4oLIsPN/1U/qrmSQo4prNn/PlPXb2d71Jka4Q4cXjY2NaDQazGYzSUlJ5OfnnzkAOBtbls5HGRZGTFYO6rhY9je50ehCzyiUCtbuKiA5TEtilMCKLceY9uCM0FifLWPVzv0oA07WFZVQOno6vn9WoT4LkQodjqCTAqkGs9tPgbWKPr1DETq/10lCpAZHaytaJCprG88UIpeRkZH5rSPL88vI/FH48fdTK+k/4lwy+xfa5oso6f8Dl561bQxbLnifF3qs3wprGXrWNgXq/7i/X2Lt29LnOoaftU2gbYcKZ5tHW35vztUfwBr6n7VNdRYpDxH/WZ+5ip1nbTvX/CXO7uT91ssVyMjI/C65oBsT2VGTkfmD8PlDV5EWG4uj1UYg4GfDiXoefm8BvZq7URy/nkk3TEdQqBGUEo8+dA/9h/anU/PlbFFv5pmn/kKXrBROlFXy+usfoqGRIcGJPLLiZSbeOAafy4Gg03PZ5UOpnu9n3GtZTBnam3F9+uPziOzYtJW3jpdS8UnlBXd2Nn5xE4+/vp9h2SncOfFWZn71FQ8++xSXijexoPkdxIDInE++o8nUwpgrBzP5tivpa53IgZi9fPTBOxw/dgK1Wk1aWirX33Q9tybcycqad3nl7Y+J0oehRCAmLYkxwwaT+Nhm1tybgrN4PeF6iR0nPagJ8tejQ5kQs+mC2nUu1jKE53u4SQ7XIHoDqHU6ihubeWV/KnsX92br/ALu7aPGLmgIx8sba47wTmlHVt1moKyiErfFgs3tx+wR6ZGbzoObonkit4ia6hZcfgUalRqvz4t9xiy2vbCK6emlvPn07eQfK2VfUQ2l9SbiUoLM3JnBGLYwduxYOnTowFtvvYVarWYrExnJ4ou2Hufim+efwGUq5fXvVlPhEOkdH8bhRg9rPCPP6kispg+36BvZ8tkjhEUnoFUHmPvFCuZsKuRrUxb2JQ9w0003otFoMBqNuN1u/v7m0xgtB+hRHU3vFAO9Bw5j2+YNrKr1ccd+HR9N7kBjaSXds1MwiuHYm6qwSAZm7zBTN2cKs15/la5d8ygoKMDhcBIXF8OJY/kXda265HZgerdELhs0kMfmrGT1tg14RYhPymlTfyMmJXFohZWRnTqQGGPA4/ex7ngpC+y9uUrY8b/+b2JiIiaTie+Dw3lnQhVKXxfUniYUkoBFY0ZQ+di0prpN8yi2r+GBK2Zw34QreOXDz4nS6Zm3+Qgn0sYzMfIwGqWCjNhIHhg3iqOlJdRFp3DfglZ2Pz+UJ57+K03VpzBZ7FxxxViQwOF0nX9QGRkZmX+NXEdNRkbm/5Iap0Cv12N32PE6/DTaLWzbspVe3WDB14t58sYh9OzcB6UujIff/oS+Q0In3o8/+jDfzphETu4Q3NYGRj30CLNffhIU0K97ByqKqlErBWzuanSGaKCZMKWGdnFJHCquZFCXbiSnpRBVVfeL2LV7117CBAUvP/U86rAw3n30IW7+yzPsmgV2p4f33pjP6pmjiUzKxFhVSpPFDQIIgkBFZRWfPncf4dFxNBorefGzL7j1WWi1OZk8PJcru7SjtqaCr/eW4faHUg4bTq6iY2SQPQU+OkQJRCQmIvp9v4ht5yLGoGNU+1Qi1GFUWy3YfAFEUURyucjSO+mZ25OufQZxct8WrhvRF7BRX1NCTVUjLo+XjbOmsevYEd5bXwpEU1bZTJ92nfjkg79jqWvgoRnvcHBvyJFRiB52FJi5JCeLsnoz+WVltNh/+q5ZtmwZ+tN3iGbNmsXApy76cpyV1xfMZVhuJ957bAZeVwvvLVvDl9cMB859B+/SEYPQGXSEp2TgsRgZ2a8jcWIQ8PLA9NtoWv4xmXF6MrPScbm8fPbMzdSEJ+OuciAqVBw5uA+3qEDptAE6FNoI+kTbuHlAV5ThSbi9SfxtWUieXxRFfD4/Y0aP5aYbJrJk2WJ27jx7hOiXQoWCBIMeweVgysBO3HjdTTz43FNcM7ZtjpoEIChQKDRERunZsa+cqy/tA0h8/PHHbNy4kdmzZxMXF8fhw4cZP3586MGgkijzcV5+6S+oYlNYOn8xO5qPtdkuh8dNp8xkWkorGZSaQGxaNhabCdLA7w/Qp302UTotcdFhXN63J69u3QvEIHkcVK9fSHxMNOEBP0nxUW2eg4yMjMwvgXxHTUbmD4IQMHA8v4Dtu05wuKaRKluA7St3A3DjxPGUlzXy7dLv+HjeIsYN6oMYDN3TsDsdbD5UTWnBQT5esoUonRq///T9NWMz+44WEJ2WwPPvfsi90+8EJNKVOiL0BtISO7Lr0D7+tu0gSk3Y2ab2s9CpBBIjw3n4rXcI+D2sWLsSpzekjOh0ecEX4LlFpzBWVOK0uXH8s1aWAuorq5h8//Pc9dDTrF6+hWZTqOyAzePG7/Jz3YvzeWDeNmINWgKns66MDV7cUkfuvak3HTPa02Q04w+0XYmxrSTo9GwsacAbHs7K46UkREYCEgpBgdJWz2Pvf09JYT4frD1Ac3kZAO1jDNwzLpcre7Xj67XbKGn0UFgdKnGwY+8ubE4H1066nz+//CFjBg+l0ycfAvDgnZMJ+L106t0PfUIqOVkZKIWfHLW+ffvS0tLC8OHDiYqKIvgzlCkvNNVmKylqNUvX/0BNQz1jevfkZP7+8z43+9m7ePOdhZTu2cHeTTsxN5uxxoRqeb0wdiBRaUl8dPvlPHrFQO4Z0Yej3ihMniAqBDZX2FFr1Gwsa6XBG/ocNdZV0z2vPfN/OIjZ3MS+kyXcOzZUzG3bjm08cP+D1DfUsXP3DjIzM0lJ+XlCI21BRGTZsRrWVzSztrQFm89P5M8oS6EWFLSPjaLF7SA2PppLOmeQFBGqR6hSqRg2bBh3PnwnTz31FJMm3UJ6eqg+oFrjpcriYvANf+WaMXeQHCkgEdvmeQSCAW4d2pcNR05ysK6RkupqFOpQSYL2qfGIYpDiWhN1zSbMTjud24XWPqddO/Zv381Lsz5i5K0PEjC2/ixBGRkZGZkLjRxRk5H5g+BqbaFzVjb9evanoaaenMgathWFvA/B46dXh3Y4nD569+pLg6cVUQxttp+5ejCXdcyirLyW+64dS5+0cPx+J2ghOT2VgcMG8MLdt/PFrHdQaJTgfIVbxo0iIzmB7M69sJutfDI+mWe37zjX9NqMQaOkX1wETzz6CEGljsljb2DTiVDKmMXqoneChtl3DMTjtqOPy6LU5gUDCAoF4wb3ZGCHHKIiDQRVQRI0AEW4PCLtIvT848FxbNt9gmYpiNMbEi7J6tCFabcOpOJwESMvTce4ynlGke5i0qNDO9rrtfg8fu4eOYjdDa2AB5VKQ492yfztqisIuN3M+NN4nnlrIQBSfQGN4b147c5r2b5rL2HROlx9Qk5cbZ2Z5x96kIricoYN6c1n3/6IPywkFtEnK4bxl1+JIT6dhyYpUagmcN1jd5+Zy9dff43X62XZsmUUFhYiKjdf9PU4G1ZvEI0kcNu142ksLiC/tZqkuGTOlzkfntWJZ2bch6m4kN79OqNW6Xn8oQ8ZShx6g4a+7dMx1tQyvns2R5qsnADGjR7Dur3LGdM5gdSMLCba3Dy7K5Su1z45nitu/RMTdHpwWhiVlEafMRN4/5lEXC4nBr2B6KhoevboRWVlJS0tLb/84vx/OOxuRrfLIkerZNrEkRS060Eg2HZhjYQIA/oYLZJWQBBVZCYlUWNqBdTo9XosFgsL5yzkm2++Yd68L/nss8+AVpoqfIzqls6MqT2JT06k1dYAxaY2z0OSJKLG3cHEphaOHSqm3l6P+7RdHo+HYJiG5Gg9OclJNLncXHXNtcC3tDdVENOtM6kqJaMTDDy+fDMab9uLnsvIyMhcaGRHTUbmD4LD7iJM58XkaeWg3YPD2ATJMQB4lRIWTZDm/Fp8ShXJ/bqduWQfnZxKcVMDyZokThQfwen2IJ1O9SvadRBvk5leqSNZPmchsRnZ9L42hce+XMwHk65Ar42k+MQhiNThaT13ceq2YrK5+eLoKf7sNnHs83W0u7IfKm0oeldTbyZ80BC++mYLHdITWLynlEtuuhYSwdBQTYQ+gs37jxMXH0m3Lmm0v/424Ef8Xh/5rU7WbD0F4QFyR4zG4w8lGKhiMji68xgNFU1Em90EMvoAbZfMbyuNhiQ07nrUHoFqpwfnaQGJYFDkpHIc9mXLyYpKJi5Bos/EGcAXJCXCooN1RGr3ovMr+GbrKe7sHJKqP3g4ny3LliJ5PazeuwdlbCLiaTW94qoGUpNbMblcSAqBIztW4/7oLeBzAEwmEzk5OTQ0NPD1119z8+DAb+bbQwxAg7WR8pKTqJpVbNm3h6suvxJwnPO58dfcRjudj5lPTcMXCPDJB3NxWxxAHM6ACqfVikoXRoszSGz7LgQbmvB5ndidXjYU1xM4WsVBk4l3//4GEh/x5xtGoAi4eOmZmXSKTqN9j2S+WbsLMxOoqKjgpZdf5I5p06lrqGPNmtXExMRclPX5n/gCfubkV3GzVo2yXKLbJ5MpbWhoc382n59mt590fRQnjhYRFRvOxmOFTKIHoijS2NjIU089daa0wHXXXQfMJT03mjW7almxs5arhg8gPsJDZNx/LvzyT9RqNTXb11JdXU9JdSVxA4ehdIX+HinUOhQKJU67gxaLhRV1TRz5dj2f3ZTLNbM/Z83z0xD1ajIG9UXccpA6h/08o8nIyMhcPOTURxmZPwitLjc2mw28VhIs9Vg9Xvr0PgxAIOjG4XKgb5eEP0xBZGw0GnVoYxRs34MDZTVYtS4CPj9ujxcxGNrAv9p0BdNXx9IQr6FGm87b3qvxB0S69e+DRanl0KF9hMfG0eh3UdT0yzhq9/7lWTbt2EOzsZ7Oo3thc9t5fe5SAJqabbSY7HywvYoZy0/w3DM3YneETsTL62u49oHHyUqLoW+3jpSUmREUIWfn23UDUfmdeNV+7JKI3R+GdDoC49Z2RtEQpPxoHZZ1R6hqUP8qyVD6upM4XA721VbR6rKhcpqQRJETx39g0/r3Wba3nNZWI68u2sGzT94OQEvnWxnXK4l520v46mApdS1WvCNnAfDqC89SVFGGQhuG0x+kXafu+P2hqMPE6Y8R2aEri1fMp6byGH95fwmjvqo9M5cxY8YwZcoURo8ezeeff45CcfFLGZyNZCV8d7CY1xctocBylM553Vmxbc15n6usaGBrQTP1FWUY4uKIT8k6Y9eKMjPaax4kP2EAeQ+8TOLA0Uy/808UVVQS37EXO0/VUeBw4vbreOpvLwCgjYxn29o12FoaOFJ5kBPuBJSaUFrh5Ftuxe12U1FRTpfOXXjsz4+j1Wp/uUU5CwGfF1H0c6KmAXe2xIiR48nOzvoZPQo0mG2YrE50MVEENEpanaHPn0qlolu3bvTr14+pU6eydOnSMwXH/V41bq/I0E5xXDtmACurjlFwsrnNs6jdv5268nLqs4dS4fSxf9M6/n7vNACazK3YvV7+NHY4hXX13H77ND778i0ANv3pGVrravA1NlO6/zA/THqE26bdfa6hZGRkZC4qsuqjjMwfhd+KPP+Flrj/jdj1w+iR52g9u81B/rUQiRLNOZ45ey01JWe/C9gWKfKLXSagLX1eaPn4X0KO/rfCuaXq//XdwnPJ/bdV3n4tQ87aJpwlHBvk7GqLV3PgrG1/5PcpIyPzu0NWfZSRkfm/JE5JQJIk8vLycLvd7N8fElSQ1oPuWj2CQkFGQhy35UZSbGwlNS+PWbev58HV9xAIeji29wBdevckGBSJDnPy7vVryM/5iq2LVqJutRIZraDPzTfRrvpJuj2SQfuO7Rk3oBfB6gJ0Bj0/FNbw3SO/k0SyDAAAIABJREFUgIR9z8U8+eoGUn31TL7pJv7y+kd8uXYf/CiQNVGLxR7knYk38sOBQyyvqESBgGedj263a8hOiebxe6aSd8VNKHUGpl0zmlWv1DO76h20ew+TkRhNtFbF+2t+wCwY2Pb3A/x95U0MvGQAielZOK1mqqsquSFvDrNuLmb3dxZeemA8EiLfbjhCyogePPyRmdS9r1K2fyfZWemER0YQm9cfjU7ProhryCr5BsvGJSRkZGKpquSLjdt5YPb71HeczuWBjSxYsACr1cp7772Hw+FgwIAB3L2yCc1nl6AJeDl24iT1VhdXP/Q49r5z+fy+Mk7tj8PcVAqSAg3w5txP0Y37gD7G7wiKfu68cRx6pUh1TT1VFhfzLH3OucTfXKMk6HXTu0t7ispr2Xn8FMOGJjHmm7a9sqtVO0BQERVmQKPVEhcbTl1DAwvt/drWIXBP3CFuvWUyx44dobrqFBq1kid2dmZy2l4EBHQqCIgifkmBhMQ68ex1yAAGmJfRu3dvdu7cyaZNm3jooYfw+/2s8AxCeiOXBEU4YboIllaaefOjz+k5uBNj1rd5+heN3c/2R6fTMfyyy4iKiuKVl2YCElO/bWVqyilaLS0MGjwMBIGS4iIcTjtLzX0ZK2yjcvmbGKJSyN+3g25rCwkgcng7pB1/H5VKhc/nQ6FQ4Pf7MXV/iXOcNfB4SiF3juyKJqDE4/Lxxs7juEWBRfaezL28nslXdKBXr6FYjZVss8ejVGnJuvd7Kp/sjdBsQSs5iIgKJ2r8ZEaOGnROm1+ZmE/pThXdu3dHrVZz/Phx6uvrWRMYxnDX9wwcOJDm5mbGjh3L2rVreeONN0i47YsLu/AyMjIyvwBy6qOMzB8Ek8lEbGwskZGRJCUlkZmZeaZNrVFj0CjYsvA1bph6I3m5Gby99J+n4RIvTxzHP565l2lDe4IkwemT9/pTp7jvlvHccf8NXJ+Xg89pByQajY0sXriQbmkxdOvZA4vZBN5f5h6Xz+uh6OBO7nvkZaKzunH3bVPOtGkNWvLiIhFUcO8N4/juoWm0j44AQKWADhnZDNJ1ILhmM40L5vPx2r2h9VApqSo/RNDSwKHjRwh4HHjcobQsURRxuly0mpoIBILow3RIkkRYdAR9u2VyqrIWgz6MS/JS2TJ3AwBr124CIUBsTAySKFK8e+v/WHsVBq2AUq1Eq9OicljQaEIRDEEQ8Pv9eL1eoqOjiYmJ4fjx4wDExUQTGW0gPDyKKF0YCiH0jEJQoFMGOXHgBMcLj7Nl/x4SMkL3nRYtmE9+fj591RZuG9GfXjEaDLrzq3FGREbQLTMa0d2Cx1yDAS+pSQltfmdajQGDVs+WN56ges0cjq38HDF49mLG/w7duuRy1SXdGJARTXa4hvjoMJSK0MFltAr2Lp/HvkUfMiAzgcSw8993Cg8PZ86cOahUKgYNGkTv3r35Z4ZJUDJgSEokPCqOETF+RFGgurJtNb4uNgqNGqvVSkJCAulp6Tz82KNERYVk530+L1HRsXwz7wsWzpvLpEmTSExMBkAQQBMViTJCSbu8LqyqraDm+VBKrVqtZs+ePSxatIg9e/agVp9/fVVKBV0Skpk2tBcTB3biqtxkkELvq9XuIyE2hsaa46AKJ1JlRRMMiYlU19UgqTVYza247Q6cmgw+/nr+ecdTq9UkJycTHR1NXFwcCkVoezNv3jwEQWDlypU8+eSTfPrpp2zbJhe6lpGR+X0gO2oyMn8QJEmirKyM3bt3YzQa0el0TJkScmqmD2zHnJn3sH/zFjZv3YsuOvbMHTVHUw3784uIUIbz8VfLqCw8wT+D7alNLexbuw2hqZXjJ4yYvlsDEhhioqjZt5+FOw6zaOkSjtdZydT9MpnK33z4Cm/efy2iuxlPQxVbN2/ljeceAmDyhM6khUcz58dNmM0Wlmw/SPfTp/wKhYTH5ufFL5dw3zsfcbSikdemXg+A09TK7lON1LaaOdXip0t6IhHuegB0Oh1zvllJbHwSJmMzUTHRIIBKBLsniNFnQKMQcAVV+E87p3p/ExHhEXy1chOGyAQ6Zqafmb9apUHQamiur2X3kRNsPF6CWhVa+xUrVnD48GESExPR6XQolUqE07L4Cp8bs02kT7dcTtp0bF+xGEmSCIjw8rXTmP38JxgrKjAfradqRSMAN91yM7169mJjjZO1P24iqJCY3CX+vGt84/SHUakktBoV20scVDd7iFS0/X36fD46RkVy/6wvKa2opu7kKXw/M81+3KXDMVrcDBt6GU3OALHRESgEAUGQGJ6ZyA/b97H5++XkDR7KvJcePm9/fr+fd999l7q6OqxWKzfccMMZyXxtUKChyc2efRtocEehUkoohN9HJn6YUo1Wo+G7b5dyqrQEc1MzETHRAIy8dCRFx4+DBAWnTnHyRD4tzaG7YUM6JnFyzzGqiir5bMkOJmbm4LaEaiMuWrSIDRs20LdvX5RKJd9//z3nu5mgVoLocfHGrlKKGl3ccUlPYk7n8LS0OgkKSrbuquLTL9bjd5qpKA/VvcvK7MjBklJO+ZWsO3QCh7GagZecOzoKEBYWhslkpbi4GI0m9FkCmDFjBp07d+aJJ57g4YcfZt68eWfKj8jIyMj81pEdNRmZPwiTJk0iJSWFoUOHolQq6dOnDzfccAMAinAdP+48yqYf9zCgRw6Ld5TgO71ZeeH6iXTPTqTFYadjYiyXZCcgSKHoktcqMrBjBrsWr6VPbhJuFUhITLhuAlmDhjCxXxccPgWjeubQYP5l1NJ8Ph85PUahDdMiSUGeeOgh3K01AISpJIzuFv40aDCJKgMTerWn2BfaDSoFgbHpHRAsdQxon0mE6CVXFYo8BYJBnrj+Er4/XMCormlYHA5Su/QFICEulheefJCSI4dJTIxDqVTh97hRSiJKjYbuyVEs3VaAyx8gsXMaACkduxOm1vDwo/dD0IfNZj0zf7VSieAOILW28M2ilcQYdAino2Mff/wxQ4YMoaqqCq1Wi1r9Uw07i8OKVvRgaQnSSenAkN0Tn8+PQqvlri9mcdWEPJZ8vQFldBhX/GUYEIrQebwu7hmVR9eMWLplJLCx9PwiDSeOF3DwZC0FhXXkJqgRVRq0urbXtZIkCUkSCVP6iI2PJD4uElH8eY5Ox6xsMjMy8ajCyIrUUVbejChJDExLpkdeOlcN7EFZmZVx7TQs/GLRefvT6/UMHjz4zJofPXqUPXv2AFBdVUSSHlJz+tIp3IcgKlAJv427kufD6nLgl0TGXXcNB/buIy4p8Uwk61TJKSwWK8dO5pOZms6fH7r/zC7ghdsn0P2SAWi9MO3qIZz68/UYm0LvzGAwMGnSJFpbWzEYDKjV6vO+T41CQbNf4vbuCew8VsSBmiY8p++7hesEXE0W0pIjuHRkJ44fOMnhE6HPtL+hjA4RGoyVVSQGJeYt/5GWlqbz2u31esnJyUStVqNW/7S1WbhwIXa7ncGDB9OlSxdyc3MxGAz/8brKyMjI/BrIjpqMzB+EzMxM+vXrh8fjYebMmdTV1Z1JedpcYmHzgWL0SjV1lbVolAKK0xvPwqoaalqdqFERnRBFi9+A3RFyFrrd8yiORiNqr5qGiiqCBgFJlKipMyJJUGe3E3CpqG4xo9frfhG71AJISjWSJgKlRk1dQyWxhpAz1lBnQwyK/Hi8gFNHC6kwe6hyhopaiyIsLj9M/z65eLwWamtrqFKHalclpSaxpczBZem92HqsgNoWC52vCjk7psYaGhvqUGrDKCkq5uShwygFBRa7DbPDxepD+aRHRVJktuAPhDarxroy5i9dzrali1i0ej1/+2TemfnX1ddi1ofjDYoMvqQ72Z2y6dWpKxAqJD1nzhwqKiqw2WyoVKozKVvfrdnJJ8u3sGrjVg7XGNm24wRBUaDnJaN49dVXefn1T1j0wxJKjm3g9de+AggVohYEthS2cNjoZX91C7Pnf3feNTa3trKrqIk9BfVsLWrGEKHnZOHJNr8zQRAoam7F5xbxW+3EjJmGQfvzCqJPf/ZvFBUe4cTWLZi9AZTKIGqVgv31Jg4fL2Xm32dz/zN/5nh+JcuL687bnyiKPProozz99NN8+umnVFRUMHDgQADqTFbsiiDlBSXUO6wIGg1q5e/j63Lrlq1s3rKVhppacjt1wmq1UlxUCEBVVTX+gI/27bIpKCxg8tTbiYuLA0A8WUVtWRE+k8ih/ONs/2EjS58OpRxqNBqam5uJioqivLyc2NhYguepv1bX6mLhvhKaPE46xkew/lQtnmDob06EXs2p6josdjuLNp7Eiw/f6ZIg2tQs7MEAKkGDKiqSm28Yh8V1/tpmjY2NWK1WtFotHo/nzIHH6tWrKS8vJzMzk65duyKKIuPHj2/T2srIyMhcbH4f3zwyMjLnpaWlhX379jF16lTq6uro3bs3GzaE7lD9fXo6OdEu2vfK4YFv9rL7VDXHvhoNwLoaIw3GFtbsWk9NSxOEKTGdLsYrKHXMX7efiKxYDpt8DJkyDo0mDLVCRVZaGo/OmsOawnzeXLKV7/aX/CJ2WR0uHv3LE0h6LflFBdxw39PsPhIay+VXc9LqY3tjEzG5SSw5WcbtN00GQIzJY3mhjVV7CzhWbaLK1Ir9tBPXWHKEFpuCfc0F7C4tpcTkR2oO9ZliiMZYVoE+Uk+fwSPJjAgHQUACGmuMlBZUsHTPCYr3l2KtCJ30r1u/jeQu/YmIjaPB5qJXz358t2gJAE/cNZ04tUByblcKS6pZv+MQwWAoZdJisWC1Wlm0aBEmk4lgMIjLFVK+U6k0jBnWj3ynl4jcIQy/fCwqlZKgpOK7DQXYlZGkZfdgVZmLmtNqeRMn3siA/n159MPP+b64mtykGK677vyb0sMHD9K7f38qTVYiNWqSk1LZfrLt9bVEScQr+il1eTlWWoQkSejCf17dME1ELK/OW03msNGUOwQabX4CAYm8jDTWV9vpkBjNqk/mEOHz8/DY3uftz+fzkZ2dTXx8PGvWrKFz587cfnvoTlZKnJ435q0hKiKMOz5ahUqtQhv2+/i6NDYaqamp4cNPP2bxt4v57KOPqKwO3a8bNmw4c+d/w5Zt2/huzWqCwQBWayj62+OV11l7qI7mMDtHCk6x/x/5aEMV4nG73WRkZKDX65k2bRqJiYmcT9gsr3Mn8jpls6/czNq6JiqMrQxIDZUrSInX8cMBE/9Yd4r8ikai4mO49bZQeuPLc1bTZLWSnZWBSm8gQ6MiXnf+CJjf76egoIDw8HDy8/PP/NxkMhEeHs4PP/zA/v37mTZtGj7fv1ZilZGRkfmtIcvzy8j8N3A2iftzSelfaFn8Cy3bD+eeYxvG+55Lztp2Lln8c29a//U8xrD135rT/88PjGzjPP4155Iob4vUe2gW/3mdNQ9nT9G8jrNH99pSCqCt5QMu9HNtHevc5RvOXp/twq/HyHM8t/WsbW3hXGOJnP3O2VXsuqDzWMvQc4y184KOJSMj87tElueXkZH5z3it4Es2LH2PRJ2IVivSqXdXmmscvD363M/d/14aRmLRqTW0OFwkeht552ELtyzogsKsYuXsWfh9Hr5csZx1JaWseWAXvhFW3n5wAoagmyvH38j8ZWt45pOvz+nmtJUXjryBZct3jOmfi9npJqDVUhtU8OzlbZfefiShhLmTc0mI1tHQYQLHy6pJe3gn2a47ufe6d5gzZw5+vx+Px0N1dTWxkz9jRGATeZ278torrxAdHcv+A/v4ZvFS3j4ejmXVPYj+ILdccykYayne8yMHxSyY1Lb5vT25isLNIvsX/IWYyEhGPvAuI5+9hhHjt3L4uQwG5PUkWFVCu+z2GANB7n7kVd5p6cvMkT6S4tszMDWayoYyDp2q5rHZc+DKc49XPWcMebZGlPp4vF43BGy47ynGvzkJx0GBdxcdJCvWgEOr5ZKuOfT/qIyrFDvpOqAvSx7tR+qIP7Fk0VzufvwfrA0OwfvneBbsLObpO68nvVtfbr7/KVrszv/H3nvHR1Vn///POzWZ9N47gdA70psgIgtihVXRVbGuZe2Iq2JbG7a1gAqLYAHpiPTeQ00CSUgjvWcmk+l95vfHsO5nvz8zcQfxsx+5zz/nPs77nHvnTnLPfZ/zOrxSFcIdQRfoFhbKocNbMddd4MHnXiG/Q83Mks7ju07iVfBLCxOIDA6kTWcCD3xhGO/zvL69PZpEuYuJf7gJhdSOTK7iqWff4drizm0G8DLL576Fzqpkxh/+wKdLvyavqIiFjf18+hpt3MRfnnuW1uOHCFFI2VWjozD/OHQhrJn7dAzvL9/APXfdQtnhE8SnRzNxoYS2w3146b6VvP/++0RGRvLYY48xaNAgHtyswZyYR77aRGJQAD0CFERKITMmlCN56T59zVTkkRQgY3SfbjS0NmP3yDnboKbDR9WhZncOmz4rR6k1M3zUBMbcPpWju74g/bE63yfmJ3+OP8eaJ2ZzqqgMlVIGyd2JfraCwNrJnP1qL7EeFTaDAYNcoOeMO7BP/PiyxDE/vYgYl4zH7rmTmJR07nrxJV450wMSLos7ERGRKxgxURMRuQLoPmASbQc/Z+qYXiAJZeu+o9TLuu4pyyvXcMtNo3FZnDhcdr5dUwIIhMdH8N0zTwMezOYOpk+exGmrt1zywcm9eeappxBc0NKsQQkEBCVdlvOqKy1jXGQUSQMH0T0qnbozpzi+fTtM8n/N9CgVbqeUuMQM2gPlxIVFIBG8AhkJCQno9XqcTidr1qxhw4YNLLutB3gE5Ao5ZrOZkOBQUlNSSUpOAbQ4rTbsxcepEcyodXocDhuuIN/9Pb5I7pNGT1kIecU19MtOY+zgLL55dhXjZsSjdCgwtutp0DpxWmqI6ZHMP/72IHpOYpCkkSUXQBZKr26DCQkKB0/X5Xynzx0lLiqJUMGEwwUdRguxqhBcEjcffrePtQufRikE4pbLmDPvQ4YSAXhIl+vxyMIxlZwjK8jCP4s3Im5+gTsmtBFuKiZQFco/5v2J2Qs+A2DFs3cRlphKXUkpoQo5vdNTyDvTdQlmtNKD4IDkUAeh4clcqKnv0iagw4JHJcHcrEYSFkph2R6Gjey6ZHJ7fisrPngNhULBWy89z5Brru/Spq6xnrIz+dw/OoeYhDi0q3ex+esPuffJt3za7T5wjOtGDGSC0ow2RsX+fflMFAZjsVgYOnQo6enpGAwGHnroIb799lsgglGHT9K68FEkCjmuzEQarQ5s760D0n36SghVER8SSrhEYNqkUai1OixW3wJB5WU1jAiWExCbgcppo6newplifRee/MfugeyMNALsVoiKxVJdQb1Rj0oqRSVxY3dJsIUl0VF3gdx3FzNo4uWJw0oAM8eNoLiokkw8TOyd8ZPKpIiIiMivyf+NonsREZFL4uk//5H+GTFYrB7ClBKOXWjmfG3n5VP/RBURg8FoJiwklDatmdtum41coeTza2/HLXg4dWIf0kA5sgA9s254EoAhQ/oQHxVNfm4JEo+TcaNHc7lKrI8f2E9kdCQqiRapy0FcVibhSZeWFCYrpRw8raG8sAKZqxalpwZB8IpPzJs3D6PRiEQiwWazMXDgxQd7AeLj4mlp07B15zYqKi+wfMUyAJxON1KJlMWr11FeW09ydDSanZv8jq+9Tk3xhTaMqgxCs1IZ2b8brRUXRwsEh9HUZGR8nySy+2ZitpsIkqsAsJs7iJYrKCst4lh+AapAOaa2rmXKPRJwWy1IJAqqq2tQqYKwGvVI5VJa23Xs2HUSl8yBJDiYtvZ/li8KSHW1vP32Fk4d3o/gUrB+unfYdWhoCJnduxPdrRt7Nn5LTFo3vnt7PgAWk5FuGd2ISUmhuLicz3ccw+3pvMQSwCN4CFaCIIHSegdDxwzhl6ivN7Q3kZmSiclgYMum/XicQfQbNa5Lu+6BMhqK8nCZDehaa7h/etdvBVRSN49cN4AQuYBR08ato7ox/7VFXdpZzWZC7DZyq+pJCQvG7BQICZTjdruJjIzkzJkzFBcX09DQQNtFmf24zGyClQpaG9WEy+QkRkSgeuOBLn2FKQK4Y2gPesRG4XJBTGwE14zs79Mm1uYkJDqJiiYtco8FweLCKlV36ctfvpszlYY2Nd27ZyEztBMUHovdDS6XE1mbwN7SDpwtjcQFh5KUeWk9kb7I7tWX97cfoGdqHCHSQKaNm0yAXHzvLSIi8usjJmoiIlcAbrMWXC7OHSoiNjKWYVmJyJK7nq/ldDiQWR1s37EHocPAe4tWYrPZmfLaR7iQkJoYSWtdGavWfs+pIm+54YPvbcFhM2FrLaehuoWCQ/u903QvA3aPjFVnSjB0KDA1dSCRKhnbv+tdEV9U6x30jgtkX6kZqSBDKlUAAk6nE6lUSkREBG1tbYwZM4aHH34YAI/bw6NPPI4qUMn+vXvZtHEjIaFe4QSHy43VLmfiyPH0zRnEobMlpA0Z4Xd8EaEqlKEBpMqtzH/jO7ZcaCRnYm8AKorOEhDkobjgAueOHKG+sJIRf34bgO59r8JiNxMUFklSRBCGDhuBsb9gcDFuFDKB6qIiUuKjMJrNKFQBOK02BImEUWkqHDYnzgv52Jz/SsgtFidJQQ5O7DmP227hph9PA6AKUhEQqODtBW/Sr19/zpw+g9njFYvQdhgwN9agPneKtAgZNoeL+LgMn/ElywUsdoEAmbczzlpf+tMgbF8MGNKHhvpazDYJMUIHrQGJnM/rup8pr7qEyLRM5GEx6LVGytWaLm1ac9eQECxg0mgIchlpa+rAZOt6ByYxMozE2EBCZTJipC4mjeqO2+1m3759NDY2Mnr0aDZs2MDXX3/NoEGDfrIzOUAVGILNDYJUQp+573TpS2+30WE1EB8bxNDsRHpHKxielujTJm7U1Rhbm0mNjmDPsXMs+/orbFWX77EiMDWZMKedNfvOUljVwM1fbsLl8eC0WUm7dQ5XJ0qobWjG5bGQOPEybacB0Ukp3N63B0u37GLv9i1YBQGrw/cLBRERERF/EBM1EZErgQApL24o5U/3zcLtcLE+rxWdsWvJ64BABafLLtCtRzp7ThdgdXil16UeORKPh/ikVAICAihpsFNy8qJSJAItIb2J7J5FReF5ul83Cy7TjprZZOBYi5Il/1iNob0C7bldWPWX9ka/Smfj5RN19I4x43J7cDj/tT1jMBjIy8tj9erVfPbZZ6SmpgIglQo899Qz5J44QfecXpRVXPgpWbBYzNiSM/h+2xaOnNjL3jNF1Lm7TpA6o7Wlg7yz9Xx//BRhggK9yvlT2ZXU7UYhC+B0lZFWSTwdVj0SqfdNvwdoDumOxdiB0WbHFXsLv+RfwP1z3qSovo0Wi4nqylo07To8SJHJFCjlMia/tZaW/AJ+3J9LevS/djH2VHnQ2ZxIBQ9vfrL1p88TdScxnc+l9+Tr0eqNHDh0jCCMAJwuqabV0EFbcRuLN2zD7XHT3HrBZ3wNdnC4wWD3IBHgzIVW3ly/rMvzKv3qIKt2nEFdXYYnOAxj3gaqm32rAdbnbqFvajxCgAJtSwOCQskjj3U9XLv62Cle+Hwba3JrKK3s4MUN+Qi/oFKu4HwTG3OriIoKY/fZKuw27/f4zjvvsHv3bj788EPsdjsKheLfZoONuOMvSGROLDoDFomZDk3Xs/SMuKls1WLUdqC36CgyQl4Xv9uewdE4HTZMxnYS0jL47OOVpCRfvgTpyOkdaM0dTB3ajfEjhjDgzk9RKgNw2mw4LQ7adR2EhYehaW/HUuKjsfESUau1lKubiVHI6Dt8JJUl55EqFJfNn4iIyJWLmKiJiFwBRAdZyL4qg2XbV9FmqiIuwk1imLtLuyCZmYrKcjpMTYSE2RnYTcDjdnLs29dQBNixqXcSG6lnQKKbQcO86+nV5QSHBXKgPZj2nsNYtX07uYd+vCzn9cKwWDZM68MTD/6RkNQ4AqUWlJpLGxPw6OgQLCFOPtEZmffVVzgCDIAb5BYkKhOvvfsM58qPMHx8b85XnQBgxIT+GF1NHM3bQX7pIdZt/geZ3bxJi0eq4/TZI8RnRrAmPxdVtIzeoV33UHWGLMhOWKKUH3btZ0dNMafXHEZd5n0oDUyQYZa2k5Fm4Wz1HpxKA9HJXhmXoHALARFWzIEd9J99H7vP/p1XXnuoS38mdyOT7rqJG+c9xKhZo+h127243G5yi84SHK8gJkmKMdKG2taGLNqbgEanKEnIiiDsjulsVFeiz8ogOtn7INuqqychuoMN37+NuvYw40cmYXZ6SzePqmt4+ssvcCW1s77oNNGpSiISfD8ARycrEWIUhCQqmTAhionTBuDWVHZ5XhHxMq6bkow02ozpzCHcra00aUp92kjCZLzw6d+wuVvIL9xLReV+AiVVXfpSxnt49YlrqRVsrK+tJSpFSUx61/I67iBIzw5iT9U5XFEy1A4LHjwY7W20GS7w1ofzMbmaCI0Fm8T7gmLpy5PYtv41ItJkuBMcWIMELjSf7dJX3z4J1Ev1qENdVLp1BA9OZfqU3j5tNOZWhtxyP2FJSq67ZSrv3juNhx+f06Uvf3HN/pqZX+/kke9WMmVjGcGRJuSBwdj3rUH47FEGtBSh8jQT4Tag2PXNZYtjwoR0oq65Cnu0m6qm07gCbAieX1BvKyIiIvIfIsrzi4j8Tlj/2R/JPZ5LSkoKQUFBmE1mFAoF9w/fzSOfh/DszaOxmG3ozXasFiuNrS3MWljb+YI7Be7+IACP4CY0MBiZXILFbOHTxxUcOj8Ml8NKa2MDSqkbISAUqd3A9PEXLo8M/385F0xbefLxxwkPCyMlOpLklCR2Hs7l/sXxfHd/KxaHGzcCMpkMu92K0+Vk8zedJxPbmcAnc+vwOG043RLC5AoEGdzyZgI3Rx70K8arb0/G6XQgCMJPPYOCIDBvVU+WPaYmNTSIGo0ep9uDSibwh3vvZPageX75mv3SWKLBpMNlAAAgAElEQVSUUhQeByFRMUgkAsqIaAbeWs6Xj3XQLSuTwMBACotLaGtuRRkYyM5lnSdJ2xiD4sQYpBI58YmRvP7+d2T2HM6w24rY+kozAUolrXonFrsLm92Cx+XkkX+kMZBXOXToMCtWLMdoNLJy5UoA8lmAbu8oTh3cSWZkIPLAQIw2J+mDxhEwch8lS8IQQnsQFCglSCXhxMk8xoxO4MbRS/y6Hp2xnQn8/c46goKDsVhtuN1uHC4nUonA9uUVndq9/eMNFOxpQK9uJDg0gqjoWApLCnn++168e2sxLkGCSiJBERCEzmzg2qkj6f+ndp9S+52xmcGY9l/Nto2bMFmspHfLZuLE8bj6bUdxKhiXNpZ1uwsY3b8frWYHF6oquPGdEL98bWcC+e+5OX62ivgIJQkxQSAIdO8TRfgMF2/NLsPt9pYYhoYEEtV7CjPuqyVByMBTK+HHNcfo0y+C9KwU9Jo2bBMukF4/D8ENOpOZAIUMp92BIIAuZzXHl8VzdUIiIXGxoNOz8swRgmOS+Oucb//j2EVEREQu8qv2eog7aiIivxPqivJJjwpEXV5H0f4TFO4/ye4fvXN9iqqjcQROIj7lRhyWTE7kSdm0taPLNdccdmPTZfHSgx/TM2kKp2tS8EgCqFJnUdOeiUc2FGXEFPYWBLMtL/Jyn+J/LVGOkRxa386H9z7Gkw8vYXZyHw6t817fc1sNVG/REXUahlSHIT/cjOWoscs1NeflvPjw37gqSs9tMWnIm/XYLf73wRTssHJoTRv942YxY9izyNR9OLTGWxI3JX4Cz8x+nU+fXE7RLhu5mzpwd/Ty25ekPJx+yrG8P38PL//xUxJtfSnf3AzAjhXN9ImcSYJnDLrSBI7/aOXoBn2XayY7xpLpGENW8B18Mm8dTcckOG1SDm/soGKXmelxI1k+9wVenTSb6lPee3Hen75ixTvHKT8k5eRmAw9c/wHxF+dxle0xoz5kIbgqmPjWZFSFUpxVXiGa8z/aCdhdTqgpA7kmi+ymCJzrOp/ldinImnpxeK2GlhPBFGyxcHKjntz1vn+b6nIVdWeiWfXqAb58eiNVm1o4vNa7o1ayUUv5Ji05HTHc22ci2uPBZORe2oDnMxuNBJbHMyXqVnK4lgPL6sApw1bp4vBaC+/P+oC7xr9CaJ6Lsh91l+QrsyOARfct5m93fMJ16X+g44QH3QlvmfbxTR1E18YwM+l65vR6gNYLvXE45QQ7uhOh687s4dOIqIsnRJNNsCYLgBDtQBq2NTEyZzb9Y0ax6t1DSJpzANAUp5DaOJwY2Q1E2CcSWhpJR1HaJcUvIiIi8msiJmoiIr8Tlq8uYfm3pZy/oEbmchMTEkJVg1cG/o4JA5HLA6lSGwlJ6cHw8VfTe4jv2U8AguBhcFII+eu/5JrBvXBf/JMh8bjZtfcwGqOL/pmpPH/nTFzuK28n7X8yMyeWs0dPI288y8JFOxiRFgXAH0b2ZtF9s7l55GBKa+qQSoPJSI3tcr26CzqWznuHR+duxE0ko4PTEC5BlEWlUiGVSunfvz8ffPAB3bp1+2lnbfDAnix49T0cFg1KaQDxoaEoL6HnZsaoPkwZN54v3/2IjpoGpEYLVeeLvHEEqRAEAUEQyM09hcfjRpB0/a/IUleKUadFECQEBQQSLAg47GYS4hNQBEcxcORYtpxq4PtcDf26eRO1LVu20NbWRktLCwsXLvy3Pq7aokKSuuUQEB6CyabDIkhpOL4NgAhTM6dbTJjLSrHXllNXcwFn/6F+Xw9fDEgM5eoB3bh5WG/uGz+QQKWcYGVXCbmHxJRMOpqbMDTV8/QjD+Nxe0uPg5VShiVKMbkVpGcns+CRcXyzPfeSYty68Qc0Vgk2q5WSojOoG7ylu8oAKQ0lRRScO4e6vpreY6aSFNr5wO1fQn2Dmvwzu7DYHLz9wQpy0uNwXxTqiI8OQWMy0NhczdH8E9wX3QxucOjbERQB7F1fQEZGbwSpE5XKe/863Q7CZB6MJYUUbt7DoMx4rBYLAKPCUmhrUuNqNoLBQkubE0EqqjeKiIj89yAmaiIivxMywkPonpHArZMGkJ0YS1ZiMFqn98H+zltmk5KZSv9hA7C4BUobjcQlpXa5ZphMyvhusYx6+DlUKhmhwSoEBDwCPDOtFzMGx2LW1qNuasZ4hSdqhdVG+o2aiLv6As+9s4C+3b1qhbrWeiSaDkJsQSRFZHLLwLG4utZxIT5Wxet3TyEqPoVJs+5gdM8UJJcwqykgIIC5c+eiVCpZvHgx48ePJ+niKAOl4OHll19Apghh0zfvsnTRQiRS/wVPqopPkdK9J/c89ii1pRVMGj+KuMgQAPr06oHZbGbIkCEkJSUSGRmJ9BckarYOM8HhUZRuX4tEGczkyRMJCFRRW1ZBeV0zhSfPMrVfDE9dP5xROekAmEwmHn30UU6ePMmcOXN46aWXflovOSOJVGk7TbXNBDjt9MuMIDEpHgCJRM7kW27B3daE3eSgR3YOnLy0ZKczVuw8wCO33cmYnr1ISE5mULgDrcni08blcuNyOAkKDuHwpvUkRoQRGxYKQJPZwR23TGT6hD5oK2uJjU1AYvQ9D60rpk2ZTFZ0OCcL8smKjCEjyqsYG5+VRr1Wz9jb5hIWn8KwERPple5bKbIrBImUyrJcBJmSV577C3GxMThl3n6+qIgYJIKHhKgksuJi+UE6EQRwO8xI3R4mTB6IBDv6vEqQhgFg0HXQc0gfVJEhuM1mpo0fjtPpfYHVqNYgs5ox5Z/kzK6DKKwKZIL4WCQiIvLfg/gXSUTkd4Ld4SQ+Uk9RgZrdR9uwGkyMzfQ+rLy8rwFPixrB7SQ4OJB+6dHoahq7XFNrddJmCyRvxzYaL9SycoNXFERAQGfxULCnhNDIeOJkDiz6rsv5fs8MDZXgqDzFueKzOFvO02z0zqmLj++JRRHEEYeaqN4J/FhbjSAP7nK9TWu2U3xwF3ePvwZ7xznOO0OJi4vzOz6Xy8W6deuQyWSoVCqOHDmCTuctU/vbwn8gc5hxO1wcPXSImF5DUSr9T9TMeh0jho9EKrMTGR+D3thKRIQ3UXM6nazbuJV169Zhs9mxWHwnJf+ksbIM9YUibM5m7AYtny/9AqvVit3hRGpop07XgUQIAVUgta3e85oyZQrLly8nLy+P4uJiysv/JTRjVwTT4ZTSbpUSHR+HRtOBKdRbLhfVK54zO7ezu7aD4sJimlw6ZGMuYYq6LyRQe+Iou3NPs2H1atRGOxmx4T5NtLJYKuR9sem1PP/5V2zbsgWd2VveaPJ4yM8rxaLXYnc6OVtaR3LCpSVPib1zaLeYiIxOxGg1EZqRgsfjwabTEhMZRd6GFRgNJpyaJkyGSyt9lMmlBCoD2b1tKXa3m1atlppq79DzoBuWY7A4OV1RRp1GTVW71puoSeR0aDSYOzqw2wTkQXKsem9Zr8vpYfv2g+xYvY53l63inU+/wWr1Xqtvjv2ILUBGQGAovWITOWmsxmrper6kiIiIyG+FmKiJiPxOmDIylg6NieFjs7hmTATtVidf5Xsl8yNSe7DpxCnqK2swm0w01jeytaRrye57Zs3i9c1HSYvrS2JMNPuWv43DZqaqUcOH64+QPCSHsuoqDlU0kpHle97V7xkBN7NHZLNywwEiIsK458nPOHreKxYSG5dEe1QQN+T0JtkRhsxjJSKm66HcEckx3L6xmefvHczYOR9z7b1/vKTB4VarlfDwcFatWsXq1as5d+4cRqM3ud51opSKsnNIZS4ykuOpr6tFJfN/9+7MuTpig9zYGpqRKiTcdd88tJpWABqbm9m5Yzd2h5OrJ45Dp9Wi02q7XFMw69mycR2pfcfSrccgohOTsdltKARQKOQkBabQqtGRV1OPx+HdMdmwYQM5OTk888wzPPHEE0yfPv2naygVFDRYZMhU2ezP09GgdeB2e+0aEmaQJndyw5TJpMaEEFu7B/Me/4eU++LqEeM4U1PNody9WAQFBrsbj8t3iWtETAbKwBDqy4p45U934lIosDq827QvDu7Jsbxaai40kZDag6WfrqeksumSYnQ4PGg6dEgFbxITHJ2AIAiU1DowGo3MfOpFIhOT2XNoCyZZ1y8hfPqyWzFZjLy9dDdhEUmU16oJubgb63SZaTbaqKtvJDwimuNf/RkBcCOltvAsmrpybEYtrerWn55uHE4nu4+cI1iuZN4T93G2vOqn4eBulLy1bQ0CDgoMJShkATgcv2C7W0REROQ3QlR9FBH5vbDTj/4lXwqN/qzX1Zq/U7Yz4T+28aWK52s9f9T0ulrzv93XNsb4sOz8PvWOwP45fN2jna/n7/XoDH+/Z3+ub1drdsZmBnd6TE7or+rL3/Oy0tLpsQA634U28PPKmrdQ51ccIiIiIvzKqo9i16yIyO8FHwnS9LE9kQoSZo7tz4rtx5g2/lrsSgnPX+PfemufvpVvj55nQk4iPTLTyRoxnk3fLuGp2Xv9i32nwK3/uJGduw+RnZ1BWWkp8qBgBqTL2X2o6zlV/9v481C6hREsv85Nn8Hj6J0Rza4jZ2muryQ5JZVPlnS+XqXlR4reP0xwaBCy4Cg6tM2Mm/s0h0KvQbXvVdpam3nrlVew2Kxkp6Xw+AsLcFz9dqcxbmcC+S9lEtRQzh3D+7Dl+DnShvSmLKMv26dMQL77Kf76xEP8afoU1uw5zpdr1lMe+ADXxHT+XaeffJ1ty78gIjAAd4eaBd9tIycjmScLk4j5+zBilEo6bDZaWlrYdbaCpadq0fjY9JnKoU6PJUaG4FGoCJRJGJCVxtD0BJbtOcm79ZHM8BSwa9cuCgsLKS0tZdGiRUgkErYzgRmqXFwOO1wcJ6hQKtG2awkIuDQxjP8UYd+TLPrLzWj1MTS5DbQbBFZt/AbGdm7TsXMQVbkKRocG0O6S0iaTolQoiXnoBz4eoaVDr+aZW69FIRForKvlbFUDU3dF+xWfnFD+2qcVja4DidvF1NgYEntlkfZ2K9+/XMXpHzrolRZNr7QkCtQOsrK7c8uSGr98+ZsI7z7+LKdW1pF/qhxFcDjKIBcJMdGMXNzmc83hQwfz/qNzOHOhnEk5PbnjrUUMTEvglh869/Ujw3hvYhiZEUqmXTOFWpdAVFQ04TOWMD1wt1/xi4iIiHSGmKiJiFwBtLVpmTqoB6NHjqZnj2yeW7iMqddN93u9z3fl43E7+MO10/BIPBRuX0+7tvO32r+EE7n5vHTtYNo71CTFB7O5tIWq33l1dnBgII/PuQ6nS0G3IFi69CSlF3zbWEvOYTQbGT7mKqSqKGzqYDwXX+A5nE4+/tsCHpzcD9xumtp1tDU14rvjCXJPneWxnmEEOdzcPCiH9eWNXCgvJmmKFKvFzoKH7iMmOpqslCRO5B4m8mrfLwy/en0+UVK4+cOltOUfI8Bm4Nm1B4AkLFYTisR4VO0GkCsICQ+nf5b/8vFPvfwFb740l7nTJ/OHkSOoqqyge0os4GTUqFFkZ2cTERGBRCJh5syZ/PCD9ync7XSBG8oulBCgCqRPjz64XE7gt03UbHYXU9MHkRztxh0YwZLTFThcvnelJU4r/fsOI6KxjvS4JJr0VTR5vNdwww9P4pJF4nbakMsUuExnuR3Yzy6/YzS0t3Fy0bMYHS5mv7wYxfaD3P92Dnqjhb/ePoJJI0cRER3Ce59vwO7wv7fRXywWO60aPVFxaQSqwqitPEL/7umA7/LuQT3jqam5QFZELGqtmhnDe9Hc0fXg6vsGJhAcFkas3EFObBgvfvM9t04yQeCvcz4iIiIi/0RM1ERErgDiwpSUNmk5fuwo209fwGAxYrX9MhGHn2Ncz3jGD7+Kz75exZwbprHy6HlOlVbzxkP+x/jSLRMxNFUSHhZGTIyHvlYPOw7u9H/B/wMYjVY27zhKv8xkHvhkBy/NuYuehWd92kgVCoYOzOHFBW/xwnOPcuDgMWaMnAnAumWfM3FQDhX1GuRKOcEBSo5s+55pd/iOw9Og4eHzTXw0PYhndxQytW8COHVANGarmYaSUlxZRnYeLMRl3c70iUE+13NZjNzz2muUfbcEISKUyiYdAReTD3lgCHM+Xc/wIIE9lY1ERERjudi/5g93zxlLjnoUb35fwMmScronJ9A9JgjQYbfbsVqtfPfdd9x+++388Y8X+/wEQOIBj0B2Zg8AZHIZnv+FanuZ1cy5/Fps2TGcKCskrn8OeHz/axYiFFSv2MrXBeeZMWY01WWlJI0bRywwc+gbzLi+Hxqdg1G9Mtiw/wRtHa3MOdp1X2RnPDGpO+9+vY0+URIqq5sY4VEQHRZCRKCM3BINebU7eX7WTKxyJYs2rGLy8iF++/IHq81ESX4JGkMgN8+YTPyQadgd6i7tGuobWVnTQENbBw11bXy94CH0Eeld2rVqNNij4olRyPlo6UoMegtcHI8gIiIi8msiJmoiIlcAvdISmDN7Ji63lKyMTF5f1Izg8f/BYuPRIu6+8Wae+fODxIyYzKt4GPuXNy4pRltbK71zhhAbCjWtB7h9xjRCgy9NmOC/nUFjJ6C9UEm3WXey9/vxFGxehTQ93aeNPLMH9ftyefO99/HY7Ywa0OenY+amSnqPHkhbmwcJEqJCVTTVdz3YXKH0sP+eqwmLDGR/t2RKm5o56lYAHiwWI9ndEolQRDBz0mAOFJQiEdp9rjegXx8CopLo/aeHWHn/HVx7860IigjAhl3XzpdzbsZj78Dww04GxkaxyWH6BVfr57n/gScxm5S8dPetyBVKFFIlH6z8DpDidruRy+W8+uqrDBw4kOLi4p/sBLdAWHQk0TERfPTehyxZsoTgIN8J6OXAFRDGoN5JOBCYNbonjYNG0lV7tsQNepOFByZPpVtaKiP6DeLwxR1tj0JGVGQkYyYMxdhUzdzZ08k9egLw/Z359CdIuWVwIipFKO//0cYnawpwOp3Ex0ZzVVpvJo8cQkejhudvv5nUMVOAzX778ofWJjUyBcycOZsxQ8Ow2MOoMVQAtT7t5l4zkoYOExK3jJ7JKXRIrDibfr5v7X+ikkrplZBA/pHD/GFILz7ec/pXOhMRERGRf+f3XVckIiICgM3lorCoGJfHiaZDTWx0FGbTJcjpu6XYTEZsHe3Ubvkeu8VActSllYydD49F6aijXZmMKyiIBxZ8hl7/+xYm0Zw7xC1Nt6JecZiSA9tIGzGZd1Zu82nTVHmBdXtPsHfFl+xdvRK71YUpz9vDVdbUgsGoQ210om03YHe7kf6CtuZZt03m/SOnaNOYaWhs5Ic6Nc6LQlOadiNHy43kF52joqScRWv24Pb4Hsgc1fcqTuzbidNgJiEkim5DR1BU7J1D9u2ZEpztjewobaXVaCK3uZV8vf+S6DaLlQ5dG5/uz2fv6bNsPXqAgnpvyVtycjIVFRWsXr2aN998k5qamp+GhkvkCnSadprrG0HiYcXyFfzKPeC/CKnLTp3RhP64nkKTnsRBI7u0UdfqUGT1wGpo48j2/TTWVCETvMIp6vZWnn17Fc0XCnHppbTV1/LmN372jl7kywPn2XKskI+W7aLGEM6K3HO4CaT/yOGcLSmntqUBWXIiBVXFRCh+29JRwFsqGtWH2rMnWfrcx9i0NeRVdn1PVTXX0OF2UFhRwdGC89jsUgJ/wQssaUQqpw/vZ/2RQtR2KxLkovKZiIjIZUFM1ERErgDqO6y0tes4feY0Da2NxHTPQR7TVedS50gkTj5cv4W4AcNIveEeDlc2EPBLMgIfFBTkEX3VTJrLjiMPkpNfcA7XJez6/V/AGRxLUXER+mOQM3Ymp39Yhazad1/Ne598wdyZ40nq15e+A/sRmt4Nj1wBwIC+fThS0kJooISwSBVrDp/FbDZ3GYdOq+ZkRTNv7jzG+pJ6vt2Txz/bpNq17dTWnsdm0lFWXcnLd09A0sW/jtR+Q3lxwZu4cOCQ6Cnauw7Txa/yu735rG2sI67RyCB7GCeatNRXVncZY2e4LR0kJSagszoJjwznu4On6dB6X0Js3LgRpVKJWq2mtLSUl19++V92Lgcel5vI2Cje++AD/vzUo37HcCnc9MhCTHonF5JM1Fql3HDXG5itvh/7DWYbL7//KUuP5lJsULNPb2DBJ4sBsLs8rNm/jeLCMkxSM5t/PMDsEVmXFOPozEy+PV6HIz6YbWcL+fijD1GFBGK3OTh5roLS2jqay8vYejyPfVu2XJIvf7DKYmnT2mkPCCNizCD2FxZC0MAu7W6Z/w2GFjUyuZwxowYxZvZjyOVd/x17ZtkqVjYKjO/fHWlyDs64bgiXMCBeREREpDNEeX4RkSuBzqT2/ZXS9yXd78+av/Z6/wfYwohOj03jmA+74Z0ek/pQM/Cl+ugPv7Z8vL+Kf5vo5+Poz987SjpXQPy1Jfh94b88//hOj/nqs5vKgV8U17/7+u1GAfiLr+txLft92P38ufmK/UeGdXrsD5zo9JiIiMgVw69amiEmaiIiVwg3XdWLt598CINHyhML3mJ/SS2j2Mr39f04uupvZKQnkXs8n9Pn1dy38F1G1Q5l7YGHuXHuEwhWG7tXLGbiGx8hPZzGC0cXIwgeXnmsB2XrvmbJ7mZs8aP5ZOJd/LXYRMHWx4iXNmI2aGg26blqzj7+1icBYcrPx+bZAalzs3C7YGL3MPrGBLKrxYEcLVsOlP22F6oTxt0ax9F1Gr7/6AWOHj3KLbfcRFhwFNWTP/P5YFdaVsSEUSOJilRhdgjIBBmr16+nf//fVnChvvoIx/buJlMVTcaYqcSkZDHyxjm8sLaO6k+uJ7V1D4NmPcryZx5n2LVXE947iYFXP++Xr6DQEFSRkbz15EvYja288sn76PUm1hkH+5Ta94fcRg0Pj+nNJw/dxPZjZ6lp1vDqrnzOq6YwQruR3UvfJNhspq66kiOtbbyxaC1nU+ZwLftxuZzcNftaWtXt1LZbcUiVXDiT96vG91uzceMKFr/zFi/dNpW0PkN4/LWFfLH2R05E3OYzWW/9YCjTxo9EEKRUXjjPyRNn+HHvCbacrPQrji92ncHYXMvS5x/AZXNjcnl4eNE3DJz1FvMHN7H1zXmEGNuQBqQy5833sff7Iw99+gOP9SrEarNiMjqY/8Hf6dktm6PHdjLi8QNsmhNJYnQo2R6wWS30fvhvNGX8mZkhl1ba+f+ylVH8MayQUKWMSQN68+pTD/L5oQu06Cv48u/Lf1VfIiIivzvEOWoiIiL/OUs+fp2whCwEj4wNK+J/+lxdspnocCXu+npuGD+Gc2e/wqAuB2DCdTdSU3SW5JQeDJ9xCw+M6sOStyFuUDaFa1ex7f1NjBnYm+v6tLNR4+2RcdnUJAbbiRGiUAWHItPWc277S9AH5t08BYtbIFDmweF2s7S8A0OHAShBEKT0jw/m6bmzObThe5IFO82u/57qbEGQoFDIyDtyGFu7ga1rV9OzX0/CJ/u2s5ntpMUFs+3ASdwuB2uWvo9U2tkg5svHrbfPZ8WjM8maPBmXWYcHgdHZKUAdaxf9DRVylt4s4953P+foNx8TPyDNb18ejwu7TovUrSUipSfxkVIMhl/vXP4nSx+6if5RoaT16MGjOdkUHzqE3eHtoZMpFITIZYSnZCKRy9h1vhST6V+loF9+upBnJw7G6nKy+vAZVhVrLk+QvyExUeGoJG56XzUOh9XOso8WounQQoRvOxkSlAFBGFpraauqRuF20CfFv9lrAE6XE6cgZcPrD3Jm736OW8JxuC72BzpdbNm+hwinh9RoDa/feyfzT3pVaB0WC18+cyehYXEcPLGJRvUYeiq8ZYXHjp3ktkG9CM5OIT2rNy8+cCOP7E70O0af8dtdPHfndB7+090IcoGivG8YfXX/y+JLREREpDP+e56CRERELhtuhw2bWkfj+SLqzp3CqTXwzw3rwJi+bN15jsiUbL5YsYesuFBamrwKcZHJmXy2cz8SJTy7+Es+3+dVN/MIdhIlJRgUkZwuq6fW6CElJx0AvbYDtcbKvpIznG+qxWnW4dQeB0DtNLL7QjXnmyrZUFqPWSKFIBUAMqmMSr2BwmNHOOeKp3dcNN3l/qsB/vp4GNU/jT3HzuN2CeSX1bBp89YurYJCAnhgzvWcP7CDooPbiAoPRpD89qIVGRNu4pPVW7nhulvZuGU/qYkptOnqAVDiplFtwi0VeOzJF7nqhrtQhEb57UsAlAFKtu7dy7xn7gaXi8tVvTHrmoncPOkqVu07TntzM6frNT+VYkglcipb6iirKuVoYSGZ6Wk01nl3iDweD/fc8wBVLe2sO1HNDcN78PTUQZclxt8SqUKFVC5j2k138enbb/LEvQ8QERnXpZ3H7sDjAKvJzPmiCpoa2pAJ/j8i6NpbcUsC+GHNVvafqcLVXI3N6Z1RNjM+hfPlVew8c54Fy1ZQ09TOj3sPA+CyujAYPBw9cJzlW05y68N34hS8ifegjAxaHVJio5M4dLSIP181Apns8rz06BEbTEFZI/NffZ1ZDz2H2SWloMS/3UURERERfxETNRGRKwCJXElkcgZxGd1I6TuMkJg4/rk7HxSWyjNzbkJdVs4LT9yHw+Kh38hrAfDYJbz1wH1IPHIWzLoVh907VDdM4ULjCCInOoDw4HCyQxV0tHkFHForD6PWVHFtj0FIHGYCZUokF3eQBJ2W6X17EOqQMSM7HYVMhuRi0vLX63vjcAUQFSjnwemjUWs1lLdZf+Mr5QuBQ6cruWvmZEpr25hy1XDyyn0LfwBIpFJCY3sSFB1F9oARKMLikQi/vfDAxOAS/nznTDZuWsGMq0fQ0NpKQ5V3mytOLvDVK3ejkAWyaPHfaT11AGNjkf/OPAL3TZ/Mi/c9ylcvv861g/sgBAf8Smfy7wjX3UtFUxs3D0wnKDqFlMx03BeTQqkgpXtSAnFh4UgsRqLdbh6fe9tPtvKgUPqlpzMxOQBtswbB839/YvHM2ReYVAgAACAASURBVM8xY8RVvPXIHJ56/lUWvPg8ZkvXgjKTNh5AMJuQEEifXj0Y2rMnyi4Gb/tC196Bsb2VuffOIjMulpSoCAztOgD+tvcoVouUEEUQL/5xDjpJBFz8zuaOH0RUYABZ8bG8fM80bDYLSQO9s+6CJQJTumXRXF3HqO4pdJs7D4/n8rz0+PCpJ3nspj8wY/gEFs69B4VCQXZGxmXxJSIiItIZYqImInKFYLZokShk2HRqGtS6nz53S6BVryE8MIUWTSVpk2/96VjdF19xcvFnlGzZyr6vFnPH2EG0NjaC20mbxca242cpr2uj2mRDird0ydheSnBYIC3mVnQRibhl0HGx7s0mCaC9uZFTDWqq2jVYrRY8Lu/bcqUHwMOJEiNfLv+e+jYDAQH/PdXZUkEgVBVIZUMtV/fpj0bfwbSJXfeZud0uiuo17FjxNQfXfs3zLy3Ag/M3iPjfuX/+lxw8foajm3/gwGtLkMgCOXra2y/2/sotxM54lAMvvo2m5BRffP8jqsRe/jsTPCzesI1nPnqZdqeD4pZ2kp+5rWs7P1BI5eSV11JbWkXhD4dIfmghNpf3+nrwoNdp+Wr1RkbeeQ89Bvblwy+/8YYoCAiClKKztTikCsrb9Mxf+dvO/7ochH25i/eLgnlh2Xqe/+vLtLU10eroOknWN6k5fNMjuCQCoeHRVJWUotN0PYOvMzpa22hv02KyWHCabdR32NBrvTv1s0Zn02DQc+JCJXvrapiz/GO4qPD61aEzlDU20mQxobPYKKqoR3emEICcu15gX+15CvOqscpdqCLj8Lgvz28pVxLC+aZGTheXUF1fjUKpJCDkt5+zJyIicmUjJmoiIlcImoIf0B1YQe7yD8m6ZtZPn7vdbtSNDZRrali9ajP9rhqN5+JDk0Hpxq2zcHbPbkZccxM2WQQuD2x4/xXqqiopU7vQuJy0yvtTsN/bZF9ZvZ+apmYipQKjYpSozXa0Nm8yJgjglgvo9HZKqyuYd8tNzHtwLgDf7DqJUiZnydnzKN0uzuudLPjsm9/4KnWOIAiM7ZXIvtw8DhSf5uSZPA4c+wXCE1IVS5cuIyIlHJNdzdN3TWT6tdMuf8D/D9dNnsDmsxoee30RN63/DofVgL7N++Bc1tSCyw2Zc6ZTeeIIWoOO8m1f++1LFhDCwD690eg1/Pm1l+h37X0IdZdHFOauSWP4YOsZNp0+T89XPuDGIQP48z33AN5EzRUdx2OPPYSkuZUvVq///ylUhY4cx+aDx+mRmcKD43MuS4y/JQ+Xfo287QRTB2TTZrMy+6/v8cep47u0+7a5kSizFX1tOSe2/siZgioiTvkeGO2LHG0h8U155J2rotFiRd2qxWDw7rqvPlZBWVMTPZISsGGjj+BCIfX+zdl1rpxmtYaz5dU0yRIZ0CONjeu9YiEWi5nKejXu1GAOlZRz56yJuFyXJ1Er2LuDs8XnuPqa0aSMGk52Zibu/4U5eyIiIlc2ouqjiMiVjL+y+D7shl3z87sSJ3ZO/9V9+cQPWf9xdD5seh5vdXrMH9lzX/grie4Lf+T5/ZVY/7UlzH2NJJhGbqfHOpdt7/ye8vecfV1HC00/+/kNlHRqs40xnR7zpZy5mc53eWWoOlnvYKc2vvi1pfv9v+87/637kufvjG2M6/SY4PPe+c99iYiI/O4QVR9FRER+PbbE1hEWJGPHG48zdcZ47L1noHQ0+pjyBaOeHI/LYSZMbkIZHMrIWfcTpArk0YzZHPdMY9GiRUilUj744AM+/PBD9Ho9hIPq+gDeeOgGJk+5FoNWS1VdDa8sWkmpjx79jccGse94OAfO5NOiNbPz+1W45DYGyGfR7bE+3DV5ANNuuhupBPJyt/Ll6TqO3Lva7+tRkTSX9evXI5VKKSsrY968eaQcf4sQ8xya88L56quvkMlkaDQaCgoK+F7f9WBdf/hieAOP3TadEXfeD1YTd9zzIPdtTOLb1xxk1YfiPt+B3Olged5BMiZO44ldWozffU7phXO8s/BxbHYrr72wGqvFytA33vXp640hdfQLd3LNpKE4de0cLaqhRinn2jX+xd74dDwlRc3ceutoTh8rJGXYaJJSu9N0zfv+LQjoXx2HwuQgJiOO6J592HzoHNmPbAMfc9uXzQqnqbSYMX17kxQbzcbiMgSphSd+DGKG4ggymYTSvRtRtzVx8uxx+g6aCFP9i+/jwc14cJIaFUuESsWZihp0zg4WlPTm8VQz7e3tBAV5S+dMJhPdu3fnhjO+1/xqViITJ05k9KjRyBVykhNTOKa6zWctTMk7N1FxYA+vzLqGyNhYXl21nqh+o+n25GrWT9Qwpmc4vbMHERwQQkNjOecaDUxd4t857/sokD07tLw+/zn6VOeiM5gZ/9znfK0fycmPp/PegldxOG1kZGTQ3KTmhYUL6Tlnmc81T95hZ1i/AfQaNpi/zn+d9Ngg5q3dwAHZfSiej2XCHXdBTSsrd+xBJugJftlA3bY4dnxSyu6CEvrFhlNnstFnaG8e3eK/0Ih0071s25nLiwue59DurXz93S4+WfEy+RGPol5+A72kMhxCIAGhocQFuykYvhwfYwxFRERE/EIsfRQRucIJUMLG155jaHYK9uICRoe3o+zi+cZsMzIyzcGDtw/mtXvHcH1cKfkbFv50PCgoiNTUVD7++GMkEglbt3rVEWVyGUfPaWipKUejaaehTsPDt/jWt1dXtxOOneSACFbdN4OQ8gN8+tIC77GGBrYfPsexA1tY9tmHtHQYKdx1aYN2X331VbRaLXa7Hbvdzl133YXkovpdcnIy8+fPZ/78+bz44os89NBDl+TLFz0SI3j3u608f+MN3HT9DYSqArBYbKhUSnZt3cfEuB5MTMnhxb4jMDa1AlBesJ1T+cs5/fljPHX1QN5/9zaM6vNd+oqKDGJLgY5/rD7C05+fwOqUo1T6L3jy8aZ8po7KQCoEMaB/b0Ij4zFbLX6vBxAlDSQxMhaZ1onCCUarE7fb7dOmKL8Ak8VCYHAwAUHBTOzfF02bNw5lQCCJ0VFotQZatRaWbDzDB0u+9zs+p9OBVtuB0e7BZLSSFBFCaHAIAA888AAqlQqr1YogCCQkJNDY2NjlmoVF56itrSU6KgaHw4FCoUAi+H5Z63a5aWltIS4wCHlYFLd17/ZPnQ5G9U6joM5Ku05Hk6GDcx0WhlzV+e5RVzS21qPTaokqz0cRPRCrXk9YlDdzlsnk9MrJZuvSf5B/8CjFBw8jdBE7wIniWnqPGkvulrVkZWVS2GKkrSofAFtQXzDnYIqZQYUrDrtNAASkMilNRjUvXz+VR68by8JZk1Hh+97oiknTb+f++2bT1lxHWmYmacmh3Hidt8+yZ0gEmnYDTpsZt1FH44UqtMZLu79FREREfg4xURMRucIJVkgIkQmkRyXy0uqD1B7fQKDg+yFH03Ce/skxGGrb6Dt1Mo7o/ix45a8AfP311wQGBvLOO++wbNkyTCYTN9xwAwBSqZxwmY79h07y6ht/Z+3azew703n5F4DTaUGvMzOibyxpaamcrjXy+p9uBMDt8WDQtyPzuBk+pB+hygCeu/eGS7oeixcvZsmSJej1epqbm8nMzMTpcuJxe5BIJFgsFkpLSzGbzWRnZ1+SL18IDhsqnCRExyKxe3hz/oPYbSbmPfoAqiHXkF9Uz6HcI1jVNmQ1VQAcPXyEF556hvvfXsmpCyauH55DS/WpLn2pq9tQ4ebmq/swvFc0g/qk47Ha/Y7d6fHQVm/k+NaD1JWe51xuLt8u/4ff6wHU17eydvceYtMzUav1IAhdSv47HA4cdiefrP6BksJS1PX1dOi85xUUHEpsWCiJiSnUVtdgdQmEBP18aeAvQRAgPDQQt8FMVZuaw+erUFz8HU2YMIEbb7yRG2+8kb/85S/cfffdLF68uMs1c3r0pKKigo8+/pBTp07h8Xi67AdweZw8MW4gFUfzMRTW8vaPx3BeTGg7HPWkxURgcpg4fa4SiU3A2FLj9zlPGTeWSeOG0lxWhaZoL5tzL+C6qOLqcjsYnJnDuj172b1lGwVFZ39RL4NWr+flv3/PpHueYsb0KfSPC+PAig8AEOxu5q7di8pVxdScIcikChC8175FbWJ7fh4mnYZ2nYGpkWF+nxdA/5wBuD0eGuqqWfTJt4SFhSC/OM9NAJqqaoiOjae+2YA8NILIQMUl+RMRERH5OcRETUTkCqetuhaDWsNHK77hmydvI6bvODxS3ypx8+Y/QXZMHMP69cQTO5y+E6djLvfO5LLb7TQ1NfH/sXff8VVU6ePHP3P7zU3vPfQEAii99w7SbAiuKIog1rWgqGtHURfBzirqisgCivQmNbRQQgkECElIQnpPbpJ7c+vM/P64rt/vd38mcQOi7M77H31lmDnPnFwuc+ac8zyJiYmMGTOGlJQUNm7cCIDL5eRUdjkJsa14acGDzLhzJA89PLvJtlq3iyQo2IRK1rDjyAmGdY3k8mVPkgOdTscLD83FUmPDbrbRvmN3sjKyrqo/ZFnmgQcewGKxEBERwYULF0D2JKaQZRlJkvDz8yMqKorMzN8mQQZAl/bt6NWmPXlV1SQE+hLgY0KWZTaseodYyhnbIYQerbrSOTKMDgGVAJSZM2kXZmDBpL74a+rwlQSCwpt/0x/TMYo+nUL48VAWnaN82bL3HMGRIS2OfdGM3hi9NfQclEBZfgOxPi6mz5je4usBBPv7MnnEaN7/8GMM1gZ6dWnX7EBNq9WiEtRoBBXegYGE+/gQEOR5oPb19mPMgD40WC0YVBKFORc5cuxoi+NzuUQktIQFhxDlG0yv6HDySip/Pn727Fn69OnDpUuX2LRpE97e3s1eUxAEjEYjJSUleBlMSJLU7CyiJEJqUTmtOnXj5JnzyEEGRLfnHKOfE71KTcfIRHyMLgJ0Ak5dywc0K9dtIkAvoFOpWbYxhdF9OjJrYFcAHA4n4X27M7lPf6JDwgnUm35Owd8UuyTw2qzRnN28kdqci+RV1DBi9pMAmGsb+OL+6Rw5lEnPDtE4HaLnkjJMGT2ECV37kFllx9eop/oqt7iHBwfSUF+Hr68/Dz54Gyv/sQMvL89uEb+wAKqL8kk/dIjQAD21FeXUO8Wrak+hUCh+iTJQUyj+y8W0a4tLJXCl2oE+Qk3NjtXIzSwbOniinLN2DcGmUC4sf5eSL5bx7d69Px+vr68nPz+fqqoqZFkmL8/z1r445yjPzbkDlVHkzJnT+Af709UnvMm2dqRmsS01mx+TzxLZfRj7Txcgqj0PRX379mX95u8Iigjhck4Za1Z9RcpVDtQCAwNZuXIly5YtIy8vj8rKSkzeJpA9GTLPnz9PfX09RUVFFBUVXVVbTVl7NI0Vh4/TYJE4W2dn5+Ez+Pl4cdeD81n4uoN8QyouRym7zalUuzyzGC6XxLixMwmIvxlBlMi31OJd2HxWvOKKOk7lVHE8o5Ivd+WQXWJBp2r5/p78S6VcSq/keFI6kcE+SN7+1JQ0v9SvKRX5V7h06Qztp44nPTMV2dxAc/mmZJcbGQjw9yXtUg6HMi5TXe2ZUbPbrGxPuUThySzSzqZiMhh4/J7xLY7PN8AfmxCAW3Rgc1vIs1Yg/7SnXKvVsmTJElatWkVBQQFGoxGNpvkt4lOnTiUtLQ2DwUBQSCApp078nJG1MeeSL/LxobOMeXsp+89ksW7v/5zj3fkV8qrr+HjTLjLyRSyCjugRd7X4nm1WB5mFJZiC/Lhz6iC+3nuUPIun9IfbbefHDVtIL8+loaGBOtGK7Gr+s9gxzJ9nXnuXmC7x6P11HL1SR+ruDQCoGtJJOpuFaPThRIUbUfD0ocst4hfix/ozRygur+ZcrYPMisqmmmlWTkEh69fv4HJWFufTLiBKIlOnjAYgrGMX2t+USI3bRGV5KY64Hggq5XFKoVBce8o3i0LxX86g09JgcRAdHYzWPwDz+DdoLmnRhXMHiOnZj+rOwykM0rFHUDHjqWcBz4yazWYjJCSEZcuWsXjxYuLjPQVr7dYG1AYjPj4mOsbHExEWzhWxusm2BAT8vX3o0q0HtoJMtA2lrN2WBPyUrpvWbN60kZIraYT5mcjLa3ntJ4BTp06xbt06wsLC2L59O3v27EEUxZ9nb8xmM9HR0Rw8eJBz585dVVtNcdrtmIwmkovL6duvK+cLbVSb67GZl1NcYKY4qJxTqhLOW5zogz2/rwhvI2atH3VFlyivqyG3qIqCuLhm20o5VkhuqRtZIzCoRwQWh8iBE4Utjl1SqQj39+JiSS0ns0tY8NEG9EUXW3w9gJo6C/4hoWiLKggPCmdLcjLNfU5949qCWsDPINC7e0eu1FYhiZ4i6mqNhigfAU2UiSXr9yHLElbZp8XxvZNaQm5RAV8eTsUmyhRWuWgVFQp4/k6sWrUKm81GVVUVCQkJv+qz89Zbb/HYo4/x4fuevZ5qtRpJanpw+uXMRL6ZNZZS2U6GsZa4UD+OHf3p5YXopuutjxPgH0ib1kFsO5BO6w7tWnzPGq2Rvi6RFT/sZNm63cTcPBjxp3Hkly8sJPPgYTSyhh+TD2CvsnBi0efNXrN9fCuuVFUz94WlLP/HftQaNaGRvgDcec8MKmzZHCs6z9Zdq3C5pZ8m6QTUgp7SWitX7HZOpl8i2HR1Nc/8TN4kJrYhLDSc199ejq/JRJ9+nmymo26ZQ6XNSai/TJG5Dr/oNqiVgZpCofgNKOn5FQrFdTGMnS06r5CGRo9FN5JuHOBZ3vrFn7/Cs42e8zrvNRFJU19H/36692ud2ry5a7Y07fwfwY1wXy35fTZV+FxoIimzG2ujx9ToGz3WVFr/66klfdXU73llE98D9zTx/dFYHCKORs+ZQHKjxxQKhQIlPb9CobhRTb73NSYO7UFAXFcuH/+R73am8smhXPpK24mdd4o/DzCi1flScOUSJ9LPkS6oSLXbkLef5dFHHyUxMRGbzcbu3bs5ufoOAid/y8vPPUirNu0weJuwWawU5mbyWD8Hk7RHEQSBnl070bnzTTRcSGH9+Ww628Aw+F2GDRvGyy+/jCAIJCQkEBYWBoc0/DU4hY8Xv4bJZGD/oWN8s3sff9kdh71sIk/cuoSosGAsdicGo44/P/E4phlr6XXpL8iyyPm/v8WQcbcyc+E/SM/OYeGVxCb741bDUdxuNy7x/+5v2SEPZYohmX0fvEzXPn1QCTL3PPtXpn5pgejGr/dIh/NQb+feMTcTHh6B2SWTlFXM45tv/EQHX98VRq9evaivr+f555/nm2++IfDWNRD0e0fmcWbRLWTs+Zp5k2/GJUWTdPIk+4u0zN9vY/7LOahVAu9Jg/AW7GSWm1l24AIvXWzLvFYFaLVaOnXqxIgRI0hKSgJgzvoa3utSzOWyMp4dfQuO+io+PnaMxWcS+eLVCuSiBO6//35QCTz4wGx0Oh1flLZiHIeY0TOKyQMGcqW0lr/vPYI7QM1HWV1+3w76XyKPNvDsoyWsf/c59MYA1mzeS127m2g9ewMLOxVQWGYmJCSUKR39uWCRqIp1MfbLxq9X9Lde5OzqTJzzLFExXtz+1lL+/sEn+L/6dZNxrLsngjZe3uj0egRRZNf5c6g0Gh7dC/Z9r/PQHXegRqZ1WAAqow8PL3uCJkoEKhQKxTWnzNUrFIrrxm53k1FcT21FCR/9mMmKY3n4aj1fQ1q9gfLaBvYn7+OdjQfIKqpGrqlGlmUiIiKYNm0aYWFhVFZWovppmdGA3jex8J3lZGZmI4kSQ8ZM45W3PMur9BotPnodPeNb88wzCxg39TaMWs/SNpvNxnPPPYcgCNTU1BAcHEx1tWcJZnlAINFtEgiK78qMp19A7etJqqFCoE1kFC+Nu4m9bz7Nmhdm8slizwycKIo4nQ7SSyUaas08c9cwCivqmu0PrUZNt66JRIeHcFOnDpiM/5PEpU9CWyLCwtDr9eh9Awnyb35Znl6v58kHxxLTKg5BktEY1CQfPvNrfz1/aMnJyRgMBux2O5Ik8eCDDxIU9AcZpQFOtYEhN8fhdIbhqLZh9AkixOBJ5DL51s8YPnYF0WE+aLUaJMmN8NP+KpvNRp8+fYiKiqK8vJy4uDgsFgsAVmTm9u+Nr9ZOkaOO0QkJqDQaZEnC188Xg5eRyKhIVCrVz8uLJUmiW5eu+IeE4+9nYlz/HggN1/QF71WTHSJvPj0bl1vA7XTTd+RY9h08D0BqVh5twryJ17ppHeLLqfQrzLvj0SavZ66spD1nOJiajaOiAbWhDYH+gc3GUZ6bhUpyQr2Z9MsZxGutdBQ8e+xKbesZmRDHhrceY+cXbxMbEkBx0b9frF2hUCiuhjJQUygU143K7ka02LDm5zC5SyxrFtyK+FMWO7Vax+zX/0q40cl9g3vTq2MULllCEAQiIyMxm80cO3YMq9VKYqJnpiowyJ9lH71KQqf2OBusHN7zA58sfREAo05LK39f2vppKDyfy6bV6+gW6FkWJkkS69evJz09Ha1WS1JSEmq1J3lG75hIbDo/6nZuZe+XKwj29WTFEwSZiuoq2sV2RVCLBBvjeGPJRwC4nQ24HTb6tg3Fyy2RvHojR+f2bLY/evfsxpRJE/jTjLuIiIhg0oSxPx+LDY2g0lxD7ulUNiWdRnI1n71RJTvwM3lz5OAJLDYJjcuNyafpDJ43ijvvvJPq6moGDRpEeno6L774Im5388kprhe3JOKqsVFYr2HrgUOoNL6EBnsG+SvX3sPqH6Zirm/gYmE1lWYboztFAJ6EODk5OciyjMViYeLEibRu3RqA+x75ExanGlHQg0OFKSwYQaOmS5cutG3blgsXLvDkn5/klVdfZdgwzzI+lUqF0ajhyJEUymvtBBmMDIxt9bv0SWN+3G7FV3BQXXKF9DMHKK+p5aYuUQAU7FnKlo2f8/n6L/AyeNFWraV3QmyT14uJjcBgdzC8VRA3DR3CoU9fQG9ovg5giNtFWeFlsi9nEGLQ03nGgyRM82ShrS3thlqjZ9+ekyTtPMjAQANldeVXfe8KhULx71AGagqF4ro5W2SkVaAP3iHhnEjN4kpuAV27/LPGmpq3HprJ9uOZCPZKcjPysDo8e0W8vLxISUnBaDSi0+koKysDoO/wYVSWlrJ3627ycnKpKisg/bwnaUV8gA+t2sdTZ3UQP7ArEeFteWnFF4BnoBYUFMTzzz+Py+Xi+eef/zld+kevL2RjUgpb6mXiR4xh2QN3IwOCJLNw0TtknE9C4xOGVrQhSZ6vUJfLhehy0qp1GCknLzNz7nguNDRfcDcuLo6LlzIxGPQ4nU4ysjIJCfAMDPNLigkx+mCVRAYEajHXWpq9XkWVjTXfb6FNXCRVtWayLmYgNLEP6kYyatQotFotycnJSJLEkiVLKC0t/b3D+plbdOPdpj06WxEJo0chW80ER7QFQK/SYVLr2XAghfzyGmyihNnuWe6q0WioqanBYrEQFRWF0+n8uT5fWWYJLm892w+n4BRhyB1jEdQCNpsNSZSYMWMGH374IYcOHqSy6n+yHI66+zF6dmtPbt5liirLOFxxdRk3rzW7xUlBtZvKeh3+Md3QekdT0z8SgKiRT+F21JP2zWf0SIhg8Usjmf/h0iavZ/QyYZFECqrr0FJP/znPIvyKx5vsrrMxqUCr1pB8+ix1JUVIkufvyxN/monbZkGsq6X/0F7kB0VxZHPa1d+8QqFQ/BuUgZpCobhurLUulm4/ysK/b2HD+TyeXnuC4krPoEulVpFr8SIhNpFlO5Opqbdic3gemux2Ozt27MDHx4dDhw4xYMAAAESXC5dbZPuqreTvO0vGrlNYJM+s2Yw9aYQ/+SnW+z/jkywHBXUWqjWeWQyHw8GCBQuYO3cuVquVRx99FJfLBUDuoFEsT0rm/b0n6T3rAUpmzEXEs7zxyoU8sstrwJzNpex03LLnHNFhRxZlNm88iKO8jNTjJ6nMb37p46q133Pg4CHWfv8DZRUVnD57kYoaz9KrsloL32zbjjO7jjPp5zmWlt7s9URJIt9ip9bVgCS5KKy1Ikt/rGVvLfWXv/yFvLw8fHx8mDFjBna7HT+/qytqfC1pNVrOuVsjR8ei18j0v3cuGVrP0kyztQGnS6TOBU7RyfpzpeR398z4+Pr6EhISQmVlJQUFBaSlpZGW5hkQ1O9NIWfLPoyiSFCAF3kFxYiihFar5euvv2b58uXExERz+vRpvv/u+59jiR8wmvz8AuKCQjiRWURJuev6d0gT/p4dR35lGXq1E4etil3V5aTkecomVNWUoNGaiO3RlrPFtcTe/jb9enZu8nq9hvWhosFKRICW+PueprbyCjqfgGbj8NKInCmqQIWbrnGxmKsr0Bo9SyY//Ogz9pfY8Y0MZNveJOYN786QKcoGNYVCcX0pWR8VCsV1MYydeDc4EO0OXKKE3en21JkSBLSRgWhr3YCASrQhy5Jn35csUKRxoHJJyJKE0WhEr9dTXVODOiqQjg0GtDotyJ7iwC6XC0GtoVYn8rjtEwSVGkmUkCQRURSRRJGlgU9AeR2S5Hng9fLywm63I7pFXg35jPpiF37+/lTV1hLg7YVcW48QocPZoEFfD6JRRK0WcLol9GofJL96NA5v1G4BURSx2+uRZBm9XoPsLzSZ9bGy8JezywVH66kqcmLQavHz9UZyi5SbawmM0DFendRoH68qHoCXXosgSzhcEnqtGovdRXC0/g+THbEldjIMrRhEaWkJfn7+2O02DAYDapOdccK+3zs8AHbaxqPXG7GazaBRgySh9/ZF1NRgLnODJGPQ67DZnei1agICArBrqqivEFCpVMiyhFqtweGwI8sQGKGnodCJLAjIajUg4xJF/MN1NDTYsNslVIKAy+1Go9bgFt0Ehqvxkj3ZZkpKigEVkiQiCAJBUdo/TNbHfxQPIiwsFIu5GkGtxaHVIADeJhsqmxdarYb62jpE65udiQAAIABJREFUUcbg7YXeYGC4an2j1/u82gu1W4Uoyvj6GjDX2gkKD8OuKm0y6+NG8yiQZUSnE0mWUWs16PQGBO9aGqo1NNhsGDVqvAw6LC4JWRaZHtLyougKheK/gpL1UaFQ3JhGZRrYu+cQQ3p0obrBhc5g5NjubbjfvgfV+9sQGioJ9vMlM7+QoPBYVCZvsuf/wrInr3/57z/9r280sdrMwjcXUVVZjc7gh9tWjYjAie9vgdB/Oc/4z/+5CyL/5do/5fDYYX6etW9mcNuswfiH+4Mo8+rr7/Lw1ybKtgaA2peo2GiCTUa2bzuIMTaEbrcXs3Hbg+hcVhZ/d5RBHTowYlR70OihD/zwYhlut5vIsDBMRi3p2fkE+ej5dvlliPqXGD0rM0kxv8rKhRvQGNToNRpsdgfRbdrTeU4lXz9XjChL6NVaREnEXyNR7RZ4ZmXrRn8nP9CWVXPrcUtu1Go1WrUaSRTo1z+OxJlGFt2VTmL3LtTXmlHr9Pj4BDN4VjXVJ72x18RSWlJFfV017dtrcDmcJN4rMo6DjbbXEmPZD2r+p0+8r+nlf7U1p+dQkuZELr2CyWhClLWkXinj1qUGFr04HsI6EpbxEDPvvoOjGzdwtt6fR78O4IsnszBoDUQE+xEbHU1xWTWVtRl8vywdQn65rZ0M48gaf9q0jiEgIISS0hIKCwoZ8rCT23yO/fy5/FdJu97gta8/A0FGEmVABEHg+TUdf7N++SWvfzKBEePG8P4nKxCQqa+tRZRFHv8ylMNLzLSONFBdZ0NQOXBJNh5/ahYX2MCKBdkUlFTj62Pis08+4p775/DBxwuhidwgcwL/ZTD2v0qozV88lezMi/gZvJEFFxoVBMXEM/SpcjJ2x5J+ugr5py8Ot9vNpNuH49dnO72MT/LO0iXIsoBKo8Hf15t5T81iB4Op3DOINatXA+Dt7c2EW24hcOBxnNlTSfniPebeP4uVK1bRr3d30nW+tJ+aeUO/KFEoFL8fZemjQqG4bgLPlrN82hOMsuq5L7A9mUvW4p98BQDT4Yu8bvLiZZWed9U66lb8gOZoTovbkkJvIykjjNad7qBz79lsOa5n2/HmEww0ZseXVrLXWogzjMVU2w/fmt6c2OipZ7XtmxL+9uKPHPkghSNLU0jZUE5VlmfZ28iBi5h06xoWtxvLrboOvPfsUQLLPMkRTq+vZm7EUB7u/wjTQ4dQmOQiZX3TBbvNl1Vs/rqckItORvt0JiBbYNMHZwE4sr6aoxvMrH10MS+3H8G27+o4vKGm2Xs7t9VJ9l41DakBDI+YQM5egaJjnn8eUnaZiS71Y1qbodzZfgT5Z9vgtMtcOS9w6KsLjHFEML/TVL5fnMWpLX+cPWO/BUdJKO5jduYlPM6sm57nT1H3EVjgGRUc2hrCob09eXXq0+R8kcrsez7g1EZPApgzGxzUJGuoPa6m+og3zrQw0rY5m20v95SB0m+PMKbajz/JgXQIvBW3o+mXtYa0aI5urOeOLnN4Ydo33NrxNg5vaX4Z7rU2c8JChnWaz9GvMrBvL8f7pETlbk8cO1aW0UXsyazB73BH1z8zXDeQuSOXAHCz1JmRXjez5fNLRBluQc6LxFDbocVxnNhYS9peJ6Ycbzo5O5N9RE3ucc/AbM/2HI7vcFCb046MAwYO/1DP9g2e7JOx+rHcFnEL2lQ1hjNq9n9XRQj9AFj67A5u6Tmfj17cw8tzVmNODwdJi5Tdirtb9yM80595vV8gpqYrZ5PUV9ONCoXiv5wyUFMoFNfNkveXUJqfwyt//YQXX3kTnbeeqDBPVkKTUUN5rYX8ymokvRcmb++r/oYqzc9h3abtbNq4irefug9B3fKBWrBeR6mcSeq+i7jrGhh/y8u8+uhrAAR4CbSPiSK9oJSLuRV4CSJajecBzWCUeeOBKexJSkUsKWDbsXOg8TxsPzdzEltPZnJo7x4Wf/sjA+Nb4e/TdBr+rz5fjVOWyKs3kJNbjqw24rD/z0P/RxMTmT3rabYknUYrSKh+xQJyQQbR7cItusnOLaZn19YgeGJ0SypO5ZRx+kw6B45foK4qD1mU0Kvg6ZHxfHM8lx2HjhAbEIEo/2cv0pBkJ75Gf1QmH9wllRi8jXTu0g0AObQHn/d9gw/f/Tu+Ri9++OAT7DrPtGx4iD8NThd5xTUcOpVCaVkpakFsqikAdv14CJN/MAV5l/GK6cWF1BP//LU0qrqymvc+/Zq/ffYVpw5twYEPcycOuOp7/3eJmLh0+TL+PkYM/sGYQkIZP6AHAHokNhw6yasLF7A/aR+puQXILs8LhRc+3ciJrBLcDfXUFlxg/+HjuKyXWxzH/T1b8casUYQHmPBB5tm7RpDz035PQa+ld7CZNvWpNOQmkb30KUozPS89KisLeOuLlaidDlKLKhBEK5MmexIfVVRUUFdXR35+PsePH2fHjh2oVGpUKoFSScsnX6zmyKkD/O27ndxRXng13ahQKP7L/Wf/q6pQKP5Q3nrofrKyMvDWqBg/bBC6kGC2rFsBwPhwPZ0Cw8gqLkISQXLY0DT3VNqMeXdOwFyRi80hERwiMaZr87WVGnPuUiresky3oR2RZTebty+kLLMYG3A5u5gOfkFEhQXRpX0b9p89yz9HSNWFyQzvEcqZc1cweGlAELA3eJI7fLv7KF8vf5+cbWvpc++tJCUls/bIqSbj8DKoee/uDoQGhVFSWkmXxE58vesK4MlmGeJr4vUnH2DOy5/ywsB4Xj2U0fzNqWXat44k50oFDqcdf18vBLUdgPC4btwcFUJC53iOHzrExN5DEFSlGOuqSOwxiIWtEwkIbcPgbheZ/4+VLe7fG4EsQMfweLR+wbgqK9GGxhGg8iStEGQrsqOe6X26YkaLwVzPk39KANIIi4pBZSnG18ubHl17YrPWIWuaf2lgqzNjr6snPfsSrTv3pabW2uw5rnYR7Dm9gSG9e9N/wAjMdhtnzqfBdc7++enybwgIMDFn3DAcbjAajdSYKwB4ed5cug8YRkVmBg32SnT6GGzWPACcrgZqs1LIT0umbf+JyKKLsROfJz/3vhbFcaWkiCemzEB3ZzhVZ9LwiYkg5uAVoAJLlZuBXTpRk1fLuxOnkl9ajBwQCMi8/eSj3BziRb+2UeQfOcHsGVPZmFEG5DNp0iT69OlDSEgIrVq1IjY2FrfqfZxqAT9ZYtiUCQQK3nSIbE+D3osKNl6LLlUoFP+FlBk1hUJx3Zjiu/D2u0vZceocT737Pu9+8DHOnyYWVmZbKayrosHtwuVyEBsWiXCV+YR2HMskLbOYnccz2bJ+J7f/6cUWX0sW9BSp6hBtDi5sO4fc4GDanHkA1JrNlNWWIzns7DuUipeX5udUSH95YzVeRhPPnrzA2C/2IEkiNptnSdy4LrEUH9xJUFwbZJeVNIsdQWj6a7my1sbptAr0/jqiosNYseEYwX6eWUmVSsWlChuSy8zN0f4sO5bN0Y+fb/beAn38KCg2YzJpsdbVIYoSep0OAI1Qyf4z51i5ej35pXWsPngSrVZLvcGX3UkpOGpLKE1PZcfRc8S1jmympRubLEqcc9qwXs6mqLKI4nNp1P+zlltQLGHR0VypquDckfNUOBro1Mrze1FrtJhtLvIrqjFbbVzML8Qn5F83Sv7/VDodJzIK8AuOYu+OH3A5m8/eWLF6CypZT9s+A8gpLqX4ykVSLc0vf73WomNj+H7HXuyygNXppr6sAjeez9TydavJPn2YUruTsxczOJd6hEq7p5zFhvUbePXlZynIy0F0OrFUFfPR+6+3OA6HILHv8DGsV/LISM3l4qkLzBjVFQCDH6w8eozNVzJZkX2JrKoKKsyewvdznn+F8PBADucWkhATyekigXc+eRmAJ554gvT0dO67776fyyoACIKKgo5/oqK0lPzScqrddZR27tXi2BUKhUIZqCkUiuumtqaG9PwSDFotOq0alc7EyawqAFSCgFOvwVVsR/AzYNPqEa8yK233wV04l2+mwSGzNbUK34CWF6y1cJkgYinILMRkNZCWfAnvn9Kvt44JxuTvR02DHa1Rg8Nu58vFGwDYtO4QDy3aRLcuPSiqrkeWZUKjPZn5evW+iYuXM3FbnCxc+CV9Bg/h5TdebjKOqEATq05XcfxwJu+uSOFsXjUGL89M4fkvXmJdaiEXz2US5udFqUvEUtP0njcACTdOl4uI4AA6xLdBkt3Y7Z4ZtaLCQlLy6wnxD6JTQnvmTx+Bj48fGo3Ap9/tp7TKzOWCQtYkp5O8L7/F/XsjEN0yX3/1Lf84vJ2ogAh2nj5AVZWnvITm0pfUVhZzpbSCPLEavaqB1pGez4darSI0LpFam4udh5LJLa3m1/zz67bZ2HWphq3JKVyqqKakoqrZc6bc/hC9e41CMvngsFvYsHE1Dz72/lXdd0v4+fpgt9nRC3a0opWSWjOlBUUA3PPUIsrra2gVF0G//n24WFIMgmeGceW331HmdGF31GCuyKfiyllG3jKhxXE889A0jp69zI4dBxB81Gw5eITxIz0DNZ9SJ1M7hhMUFUtQVDRfpuaT4PYMrhMSuzF/xWr0SFyuqeOrrZvZ8MM2ABoaGli3bh0PPvggqampWK1WZBkEWUKUJbIr8hHUkFNtpk9Cp6vpRoVC8V9OSc+vUCiui2HsbNF5+xnbsgZ3NbJscnTLvla20LPRY9rGUvC1UFMZ4nYytIkzG18q2tg1f6Bto+eYiG30mEzje6yuddbHP4qdDGvReS7qf/HnEznZoraa/ny07LxrbSuN1xzT/O+0jL9SS2PfwZBGj/2aotj/qqnPvUDjiUOUrI8KxX8NJT2/QqG48bR4wNVC4TNDyMnJo2N8B4wmI7t/3M3osWMJT99J9DOrkc9nkp9TwG39E/lw6wkiW8WjOfkq9q7z6dgqgknxvjy/MZX84mJuyvic5OjGH6qHdQ4nL6cOiyQT5K1j4JAh1NQWMnuPH0+0ush3X3yCzj8WRAflxdnM/MsSPrsQxJ8Cz/H1AyPp0D0BJJGus/9Kt+79GXuk8fvK/sqXznQnLCoWUXbTbfLjqNUC6xt6tWiAZCKWh3yTsVpc2IEGZGL8TZxMepZjXbdyp1c6Rp2aIC8tlXYXDqfAssy2zIxsvD9uZJu5mX/clcC0adNYunQpOp0OtVrNglfnkVMSRaSzB4U/7iNq8GBUarA0uPB56Dv+MsbChT256A0aTAY9VTUWZFlmhzyUWSGXEQQVWkFFuE5PnU4gUqdlYhM1zJt6sF975mMeHrOQ0d3i2JtWgJfBgNEvgPfOGBnP4d+gV/597w0zsWjRImJiYsjJyeHVV19l+vTpRM1eQcHHQ1i1ehv5BcX0iG/DhAlD8AswYLx3L3sHlzIooTtpacfILTVjN2k45+PL2CbKl+3Z/zjblh7nzqlD2b/tAAHtO+Gj0xH8WgbjOPBvx76TYdzlm8q8p95keN9B/Lj7GA89NZlRIzuRm17Z6HmZpdk8+cjDJEa0JyQkGEPbCFTaWNpMW/Rvx6BQKBSgDNQUCsV/KH//QG7u1JrXHplAUGgUS5+bQX1dNeFAQFgY940ZT3xMBGfWr2Rs13LWpFykK/DU2Ju4ZUg/tIgEeHsxcuFqhGaSmqjVKipFN3qtGqdbRmf0wuj0zBp89OVaGqrP4mqwUmuuJiCqNfkX04GB1NbV0qpNKCG+gQi+fpz/4BFmf5vaZFuhYaFQISPoTBi1alQCSNLVLT4oszjZP38cblnmckk1s1ef4MrZbOgKep2WSYmxyKgorLVyOLsIZOmq2vujs9lsPPTQQ0yePJk5c+Zw4cIFVGoVDqeTE3uOM/i2iVSlXWDF2t0EhPhw90Mgmn2RJIm37h+LKGnYfCCZgxc85QqCIxK4b+o4gtwwqaYGdWYJN11q+ayj6qcC17cP7MGTDzyHvSyNW99cDrS6Nh1wDWRlZVFeXk5oaCgdOnRgyZIl7N27lyhAlmROn0pl60v30X/gELrPW8Ar8x8C4KNDGagMIZRXWHjmzwsZ/OQjtB3S9H6+hrpKUvOqWDJoAH3vuJ+v3ljE9h/3MvO16BbHf98Dj3J272bu9C7jtmA3K5Z+RrebuzR5zgfvzueLeTMIahOOkJvP4rNlhIa3OASFQqFQ9qgpFIr/TH379sJg8uW1T7fw6dcbOJlVwpMz+gAwbFwkGpWLiwd/ZPnuVCrM9bjcnsFO7zgf9Fo1VwrL2FXkqUbc7BJxWUKrUlPvlOiUmED+5XPU13v2hnl763nsqZcQnBY+e28JpZmnfx74SbJM/uD5nEpN5bvdlxn87Oc4rNVNNlWUm01JfhE5GZeoN1fQJbE1Jp+rqwDdK8SPFYez2H70PMt2XuCdOwZRr/WkllerZMwNEgaDGtV/+ADtn2RZpl27dpw7d445c+Zw/PhxJElCQoUkOclNy6QkpxSDwYjR4On74uw8BEHgozX72LT/GC7n//TV1p5BzDAWkbxtDffs3kbuK89iDG58yWlzfL30RPoZ+OH4BfJO7eDQxXTUv6YOw3V09913s3PnTu6++27efvtt9u3bR1WVZ4+dy+WiW2s/PluzlZdfeom6KisOuyf+16dN4svkFCbePp2NRw/jllXNJhVqFxfLudwSJkx8GCzVlJ4/RUp28VXFf/zgTl6eNgyVy4Wt0saLw9vTuW1ik+dcSssnSKrmx2/W8c6y5YSay0g9+p+5DFihUFwfyoyaQqH4j5SXn0ebSB+GdL8Zl72BGqsT79aemlepx2pIvXic2f2Gcd+QXiSnpLLrUgkA2bnFxPYeTVtB4AXvIt75qvkHYFeDmwE3R5J6voJuvYeRdfEwNrtnX5LVYmPJwmdQ6/145OGZ+Ab7o1N7HuJVAvTO2046Gm7r7svd6z5i4NxXmmzLqNaQ2H8gemMINblpXM6rQKtreX04gIG9OnB/tzBURgMzbtfyt5WHuC1uGOeBBrub2HBfkF0kRAeTlFN4jVfg//GYTCZCQ0OZN28eVquVoqIiNGoNTknEv0MbWreORtW+HRGtQ1i731N3y+3y1LJ7aPIAMvNKMWpkTl7xDExy1DF0k+GD+bMRh9/FouU70HqHtTi+QG8/hg8dy7C4QHp0HEIrWwVWtwwUXfW9XytxcXFotVpmzZqFwWDAbDazatUqALRaLbMnjcRLVhHr7839bw7j2DlPGYnc7CwyPv+WIyeTmTZ8MEu+W43TYWmyra1b9zE4IZoNqz9Gcrl57vNl1D/70lXFr683E+KWMXoF03XcTeCsYGzbpmfoJkb6gY+J0bOmM6ZiIjnHDpNU2PhSSYVCoWiOMlBTKBT/kWprzeRWVJB9pZQQPwNxCV3ZsPTvRDzcDx+DL8ZOfpTWVbDtdDqXS6uIj/Ysrzpd5abj6ST8ouJZc7LhV7WlE2Wor6XK5WLPllW0T2iLb2BbwIxKo8UrfjCvPTyN/MI67p7Uk/gAT9IBb28TFZmn0Oq0qCWByktnmXhT0w/wNfUNVBUUEBQi8eGna9BotahUjScx+DWKa83suaJGzG9gX1kBtpCBpJ8/C/1AlEVqai0IVhXVQgNqhOZnGG9wOp2OIUOGsGLFCm677TbcbjeCSoVRryM8Nhqry0Hd+Rz2nTpHz6EDgR1Ibk+SiaKSYlLP5NG6Yxgul+dn92//kZ2Te1Cbnk/VvrOcrjNBfcsLIa9cs4qte5LZJQvcO91CpMmbUX0nYOPza3H710RVVRVlZWW43W4uXbpEWloa7du3B8DtdvPmuqPM6hlJl9bDOJtdhCR6Rv+ZhXms2vI1hUfPYxs/HH+VgI/9l5Ox/JPGS0vXDq25dHwP7fpOxp6TQoh/IND07HRTzpaUc7m6FD9DEFJ1NkEaAytSi+jfxDkHLRK3XriI6UoZWVespJZVUF9va3EMCoVCoSx9VCgU/5FmjJ+IJMlYnDLZpfXsO3SSLZ++C0BAkIkqMYDA8EASW0WQU2YmztvzdRgfE8NH+zLJq6jlwx3bAWiu7vaJYgu5RXZCtRrCogKpKM/HVudZ+lhfV4dDVPGn0X3oEe2NzWonrdJTDyvAaOTIxRLqqzRcTsmi3GFh7YmmH+Dzq+qx1NZw8sgxhsV3weWScDgcV9NVeEW3wU+rotJPINCoITO7Hp/4eM9BGTacy6BSrONoQcl/RSrefv36YbFYqKio4PTp0/j4+HDm9GkiAv0AF45qK5KXGrPFRYCvLwCiKCLLMl/uS2dwv0Qu5f5PKQiny87odYfZnFnDcxfqKSktQm30bXF8ao0Kq2Rg12dfsiHpMNkFebhK7Vd729fU6tWrAfjqq68ICQnBz88PSfLMJNdZLMx78A52Z5Yz9pW/UZexj/6DPGnsj5dZScu+RMeR/XGqQKcWkJt5X1JTU4u3ScOkRz9G8NZw/MhxknY3kX3kV+g1YCgZJRWUVGfhqmug2Grl+JHtTZ7Ttk08Z69UklNYhMlX5HxZMWWVTQ8yFQqFoilKen6FQvGfqZH0/MNG72jR5ZrKWtnStO2NaSrj3w4GN3qsJVkfm4rdjbXRY7dw4t9u60awmZtbdJ6OgEaPNZbSvaVlDLYzsNFjf5SsjzsY1OgxoQWLea5nSYKWXu9a/91UKBQ3pGu6OUAZqCkUiutjl8A2cSv3zniAcd3b4pBk9p/N5ou/f87kyZN/7+gA2EJ3/ty2BqfDgUt0sPvLNQR7h3O48xzeXRRC7daTjBo+mR4d2tLbP5bnNizHvPFJHvjrGZZ++DHZZdXIgEql4sC6b6m85SMm6E+w+L7p5JZYOJeZw63DbuPpL1/D5Wx8SdROhlH57QOMHTsWb29vBEFg06ZNeI3/mlu8m36rfy3tZBiz3riVmu+/w515kc/feIhle87z568qOfJpISmbnDQ4RFCpKa+xIcuwsqILE6JLeGz6GI7u3E1Cm7bEBvhw2KJiwbqyP3w9qZ0MY3pAGd0TokmI8+NsegGTJo5k5gOjCG/deE2u3ySOoDJcDgcjenRF0pu4kJnFG0f0HHi/jnPbLUy+ZTyiKNGmbTv2793DbeuspLxzJ9lph5jZRoNK7cPhM1mUdB3BxNd3XvO+n/vKUHrH3oPJZKJnz54sXryYp556ipwOc9kzL46vV69jaqdWFFXUcrSkClF0851twDWPY8jcYfxV343uExMQKu28t6GY3U6RpzeebLKtyf270N5Hx7xxA1j23XaeWrEYH28/fCIaH6jtZBhH7g9B8Atj2gNzkWUJfYAPKbqZDJe+R3SLBAUHo9VqOH3mDMcunKD9vd//4T/3CoXimlHqqCkUihvT2tVraRVqZGTfeGwukdzSMqqrW76P5Lcw6+5BZF+x8uTUGeQdS8bevS1GvR6rXUCt0vDwlNsJi41DsNhIvNyfI4Cvrw8lVWYyv1qAf2AAdyz4DC8fT3p+lQx/vuNuBLuelFOptO/eCUvFPc3GYbVaEUURlUqF0+nk4sWL9Bh3/d9dLW0Xwqj9G7HbPUvrks6+gOwnEmCswsckAWr0OjWSJFNp9vwZtVpLtygfbO3aUVFZQ3aDk5y8MiDkusffEnqDgb9//Dy+IZFYzRU89tInqL/I5ek3r99ADUAlyXQJDqBTVCuyC3Pwk13Iso7i0gouXS6nePlXeJm8CA0JIjfnCrfRF1Hloq/jMt5BQ8E3gpBakZSd6+D1q8sM+kucTgf19fV069YNtVrNww8//PPyxiD/IDrHRRMfGY7b6mBQmziSsi5f8xgAZLeK7v2jUbeKgFiB+e0juPNYOZeaKCgOYHFK3D10EN4BgcyaOhT5V2Y13bb7R8a3j+bou0VotDa+P5fFvIOtmT5hMursDMZ17khASBAllbkcbojhiXuvxV0qFIr/RsoeNYVCcd3s3rWXAD8T76z+kdSCajpGB/PKK01nObzeuvSaTlCDhfTz6/EKKCf7XDY2p4seIwfQbfxQlnzxN3Lzc9h8+Dj923cAQBJgYI9EVm08QN6ZU0zpEYP2p9dgtw4ZDHHRnLmSydtbdzN7/qM8//6vu+dNmzbx0ksvkZSURGFhy5NPXI2S0hK+/34dLpeLt95cxICBA0AUsTrdZJRY0HkZ6Bhi4Z6+Lry8fso+qZYIjW3NyTIHR9LLqHUHExvo/7vE3xLvPz6SlV9voDj9LP3HP8nufWkM/tOc6x6HVlDjo9NgLcvFoPfCz2EBZCLDQ/hw8Vv07tmdrdt+5Jmn57Nps2emVZT12FwuPtl0gXXrN7P3dCoxYUG/SXwBAQEEBwczZcoULBYLixYtQq32JLbJyMpgbKdY1p3J4nJlHR0iIpGE3+aRY+aoOE5m2QicupXSfYVkp1QTF6Vr9ryghkpcKhv/WLOFkylpSD/tM2xO/0A/ND6x3Hrvnbg0vgT5SIhuiUEdO/DQxInUiF5MmjGdjp16k1dRei1uUaFQ/JdSBmoKheK6GTekJzfHBDGlc1tCNDJ+Pl5Mmzbt9w7r/3j3tWc4WlDGgmV7qLbY6dlGhUqQ2Lc+iT27HTxy3zzCnUamDB1Fwdm9ADhEGV1ACEEGCI5tRV5ZDQ1WT0rxsV07Ixj13DxkAHN7dOK7px8g74tlzcZRXl7O0KFDGTlyJHa7HZ1O12zh7d9C165dmTRpIi6Xixf/8gKdEjsCkF3mxmmXub93PTfFCAwZ4UVUoBEAlUbg1J6D9IryIbFNLG3jAnn4rgHXPfaWyiws4+HH78c3JJTUXZ/g66MmP+/6P3AbdBp6tIpjfP9bGNXuJtyiBhAICwslJrY1U2+9laDwSLy9/fANCATA7qglPDycB4fFEuTWMLVzD+pdv018Q4YMRZZldu3aRUVFBc8999zPM2pOl523txzkqSkjsIouUnMzCNQ0P3hqiQmTO9P3qaFUbbid8OFtaTssjsys2mbP65TQiZjoSKZOHEKXTonIooT0K3ZcDBoygHHdu2CQNST6B+PTvgt2m0hpRgqt28QwsUciFDYQGxCCzf3WPBQhAAAgAElEQVTHSvKiUChuLMpATaFQXDfznvkLZkFDg9pIaWk11dYGFi5c+HuH9X8UFpdScCUfjV7L08u3MObFv+FyOXnhsSfo10XiVOoB1nyzmC3b3qOirg6A1R8uJ2n/YfbllrFk5Q7KbBKvPfwcALNGDkeurkawN1BWWcQjf/+CVm07NBvH4sWL2bVrFxcvXqSoqIgRI0b8PFtxPS1+ewn79+/nzJkznD59Gp1OR4BGRpQkZBm+StYRKEaAJgyz1VNLDEHDgdB4ShtkNC47e48e5UYqlb1t71lqK8s49OIiXn37E2beN42AwN9mVqoptTWl/D3pMJmbtnHy5H7qvD2zkt4mH1rFdyQqOpb7p99Kg82KRu2ZwpXVekKGT8DetgflVhmigxl8+x2/SXxhYaFUVlaSnJzMV199hV6vRxQ9iVMCfP0QZZmc4gKCtDrOVVlxy7+cVOVqCYIKDCDU1vGPv/yIbLWQXNx07TWA2/vE42hoIPlUKmVVdUiIiG53s+fpQwPx8jdx5ONNWLxlZj/yPAEBfgTHtsHptuMMC+Xw9l2ojBIH97YseZFCoVCAMlBTKBTX0XMLFpBRaiYkOAybU2Lu8wuYPe+x3zus/0Ot0eNj8iIq2I/bBrfi+P5nCQrxoayqnN0bdvPcslUE3NSO3MsZtIvvA0BNVRltNBoy8ivIrqoj63wel8o9xY5vmTeX1594lBHT7uCiWMnmPD3Gh7c2G4fdbufTTz9lyJAhbNq0iTvvvBOzuflZgmvt+KnjlJWVUVdXR0lJCRMmTESvViOLMt6+OrJLLHx23sx9rxTx5KSf9kGp1RzDl9uHdsathkGdY7iYXnzdY2+p5155mQceWsCQ1+bz+EN3ER+fQK257rrH8eK8p3hlwnD2YsYc0pGut3xJsF5HZHQUao2WTl26s/Tjz+kzcCgBIZ46gF46L/yiE/AODaXfjAkI0a3Zu33nbxLfwYOHSE1NJT09nVmzZv08SAP4bud+IvoNZNGWZFRGLVaHCzEk6jeJwzMJJiN2Cscku5BLLbx1pqbZ01SyQH5xOZUllZQ5BL5fvxeHo/m6ZwGDplDpE0jXv73L0AUfoBXU6LR6Dme4MGk0aJyVaEI1RE+Zjk5Q6qgpFIqWU7I+KhQKxa/Q0hT8jWV7u9Ypxa+3Gz3+xrS0XIEaY6PHxnHgqmL6VzdC32+gY6PHDAT/4s9bkrYfQMLZ6LHxHGnRNRUKhaKFlKyPCoVCcb19fP8VTm+2MK1XTw6dT6Wo1orWy8DnpYmME5IAWPvUnzl3No2U/Cvsyspmhzy0yWve16qC+rJcdIIbP7WKfKuLW4b3Z+ye3/5+rtaZL2NJ9B/PsBFjeG7Bi2Rl55NXVMiHF2+cpCGNidwxlqXLdjKgb19qyi8xdmw3FvxtI67gGpLX1fL+E7ejD4ilV5+u3Hvvw7yUGcmcNsX06j+EuXdMQePjR0FVOQ0NTlrf+7drHl9n94uESv9/za59ujHXvK2W2jqnDweTDtD7ptaMGzoUq8uFMawNPtPf5c3ORRSVl6E3CEwcPojgmHYc2ZPEw0eDmaxPRkZGJagQ1CqSl8ynsDYX7bMFbJjbgdzcXGbOnElaWhrffvst3xb25+Jfc7nZ2YUAHx1qgxrR25eTadkEv33jzOIqFArFL1EGagqFQvEreBm9Gd2jIx1CQzmlM6LTOunZewhQ+fOfue3N17lD0lGbdpaAvn2avWZIWAy3xwpo7GbaRAXxY0YZl9NTf8O7uHa8jHr69x+ASq3hzYWvsH7tWpb/YwP/CQshPv1qG70SYomJi0VtK0Bya9CqVBiiwhnaP5SM3fvoG6PB5TsJH63n5anWP4ApQwcS5mfAP9CLYmswOvm3WS555cgBsgsucyblOF3adeQfe/eSU1rJc8d8f5P2WmLjhq243W7ycr3YYt7MI7Mf5ODlLBKBksoqAk16xgwYTJ/+/RHdLsLvHA2cxqQVWDp9DH6h3iSdL+OeNz/jznEd6I2arKwsUlNTGTFiBN988w2PPfYYkEqr6La0sugJi+yIq6iMvPxcvKPjAWWgplAobmzKQE2hUCh+hV439aV9YCibkg4yrmdPlm7fTrB/IP8cqBlVaja/9QV+QRqOXcj5VdfU2sq5UFSEzWrlUrWTuJgoFu9Y9xvexbUzetQItBovdm3bRGFJBfn5BThcTkD7e4d21W4Z1oO3Pl3PJLsIWi11RdUgQW1+CUXZaqYkBtF9VBe8woMZO6ATUMPwzh04f+kCaouZorJcuvYYRKnW9JvE57TWEGpKoHWrTvgFhjJ59Dg+XL3mN2mrpeLCfFGpNNw1egRBQT4cOnqU9EoziUBC27bUlhaTcj6NOoeZMaNHs+Svy3nnyR68O3kAQWHBiBXFTLgphrbekOHTDshk3LhxPPLII7Rv///Yu8vwuqq08f/ffdySnLinqaTurtSoQQtFilOkyACD+wwMMgMzgzN4cWgHKkjd3VNJ40kbbVyPu+z/i9PpM8//RxJI08zAsz9vuDj7WnvfZ52T0732Wuu+M+jZsyc9evTAJZykf3I0nqNOWmMFYsLD0WgyKCz1MeI/3QkSiURynqRkIhKJRPIzVNTUcCIvjwNFhWSVlqFVqWlsbTx33C0GuXzROAyILJo8/Ged8/KeAhP6x3HKHWThpJFEBC3cMGHChXoLXeqHH9djaW5kzNix/Lh+C6IIWpX6Px1Wl4iO1XPJlLHUtrqIiolFDFOQ1Ksn2phw6hta6a1z8tVHm/HX1TFlZCiDZ6HJRrw6gMxjpba8HpVejyC7QFk6BWipKsFZcQpzXQPu6lKspu5PdtKeygYzDa1mYmJiqKqux6CPYNiIMQCIohyr14nfYeeK627AbrMjykN7/HwyNekJkZTbZXiaLITpDfxrK73T6eT9999n3bp1FBQUnLtWtbEXckGNtr4Ul8NGU9aRUCZIiUQi+ZWTfskkEonkZwiIIl/u3c/coQNIjYvAH/DTIzb+3HFRFPnjDbegefJxBtx62886Z7/BE9lT66Z3Qjy7CvPZbGolZVjH6cH/GwgInDhxks8++4JhgzI4fPQEcsVvY5GG3w+5pSX075eKx+NDQMa8OZfSLyGe3nHhnLQqSYuN4OCPG1BHJQIwPDGJ/MJTNFnN9OrZB7MygguVq8vj8WKMS6Tf9GnsOpRJo8MJEVEX5mKd5PF48Pj91NTVkhgby5HyinNZIcuqyrEHZPgCImX7DtHQ2EzE2dIDdpkCt9eNvNmDT6UmbtL0c/UDnU4nZWVl3HrrrSQnJzNiRGjOrEe/QdQ77NgMcex1hnPHujIEmXR7I5FIfv2kXzKJRCL5GcxWE7rINDRqDQ0mE0FEbG4PANs/eJX1r77B/Mce4sg9d5C98lOeufWmDs/59PJNlFc1U2H3UuSNICu7FXfpr2NWatbMqeQXFuNyexCRkZSYiCDr/oLcF8KtT3/O3U+/yKb9WWw/dIT7X/wCf1Bgas8oFl88kLD0XhTWuBkyvh/uXaFSC8u3H8Mz/RV+3HaEzNxChEAQhXBhZtTqWy3UNdRQmnmSyaPH4QmK5ObkXZBrdVZabAQqRN77ZjUmt5PNOw9TW5gDgN3txu730uBx8Y/vfkT0+LDZQ6UnStTxvHakiYMGA68cruCGB55jy6bvAYiLi8NoNGK1WomPj0elChXQLq9soT5iIPEBJ+MVZZQ3NPL2e5/8Z964RCKRdCEpPb9EIvnltrZzQz67a/9s201FvnV3l8YxnbbrTT3J39s8FqDtWkmXcvgXx9GezUxr89hcdrfT7qf7sbPp3DtbriCA5ydfl9P2ALU7U8539jvwd55s89gu5v7iODrbvyJtF5Wex95OnbMtG5nU5jEZql98vra+G9D+90Nsp5x6e6UROtPH/y3lDyQSyX8tKT2/RCL5zyqKOcakKZO5a3RfxmSkcd0XWzm8ezsjnf9vyvDztesvdiqK+mEty2fOxbPYc+Q4BcXFvF2RwazXZ7J9+070ei1arRaNRsPAgQPZ8vC2Tl/vxX167r33Xj755BNOnTrFmjVrEFbey5l1Q3jrrq/Z9sWnGOOTKSvJZsmjf+DFqiGwPJKkFA1fPlfKlEsu43Tecfbkl/H745Fd2BMhJ16LIJ4J1B3eQlxCEoP7JjPhgb+zpYObzlviC3jqzkW0nDyCMULP25uyCEtJZ25O5+LwHRyHOT+cjz76mEWLriImJoZNGzdw03cKfq/KRhEQmdsriYHpSXxU0MCJ2hI2ieP49iInS/rF02foOOQqBY21lTy3Zje/O5lG/luzGZ2WSNqgoXgsJlbsLMDnz2LuM52LsbOOxfwRd2sjPeLDKauvZ0SYmocensCZaZeSrphFhE6Fz2NBUOro3S+Fk+FXscszl5qC91E4HQgBOFOcSdTY21gyrPMLV3JuCSNdF2DW1dfz9YofeH9/Cc/vNHL0fR/OQzZG9Yhn3pSJBJR6jh8rQvtGBY8PaqWqsoLat+9AHRNDXUEJ/zyQy9D1XZ/YRF98A1eM/wPXTR3HHZdN47tjxXz5/UaW1vdF9sONrP98GZGmJmK0oOs7GjFBS8ozxSy7WMZpl8Cj48NJxs6W6Nns3pfJk5uqSd19P2JYGpEFa/HJoqioKMY1djbM+og/TPYzvm8vHl7yIH955UUqrG6e3KjCfHgYefvUHN+2lqfmTUGhVPDy6i08cCSi3fhHNHzLmKFDOfLVywQDbr76fDmvbsnln9bRvH6Fkhuvu5K16zZTcrqSrau/RxXug/ZPKZFIJF1KWvookUh+se9/WMnFg3tw8zULSBk0hIXD0vD5fBfkWhqNgjXfb6d3zyH06T+V+bNvokdqCgC9e/dm+dfLaGlqpayknPDwcJKSks7reqmpqSxevBij0cjChQtxu91YrFYyeqVic7rYvWMNHruJqvIGwpShn1BPQiStikjUYXpq6mpRqdWEydp+yn8+bn/0Yeytzdx81RwWXj4bbdBHMNjx7OHgHpFMGj+KGQsuZcRFUxmXHoYGZ6fj6JmeTlpaGrfeuhiZTEZWVhZTp4UGi8MTE/lg0WzmDRuGSqmmrOl/kq5oRfAqlAScLgIeL6hV3DNkMABidR6tpmoCthYsLS3Y64r5/ps1nY6xszSim5H9Ill86UR6xoRT7Q2wblc5AY8Vp9OCvaUGr7ker62Jgzn7Q40EJ6tffwaP04zHUU9sxiT8vrZnt36O4ooqqt0iJw4dZtTQgeh0ESAIyHxuPF6RlzflYzJbuP1vX/DI/rBQGDKBQb2SsPsh4A3gEgS0XJh9j4FAgPSEWKKMRprNLsakxWC2h2aXw2OSGZ6eRECpIkyvIzZCQVhibwBKHXDvLQvoMXAUYfGJpMWEkdEr7dx5a/OPoglPo9ok4EeP/2w3VpdWERcVQe/0aOJT1DjtjYCAw+UkwufgiYWzKCsu5GB2PnN7h3UYvyiKeNwuZNpw/IpwRH8QjTKUtVSQCTS2NPPoQ/exYP7FVNVXI5P98llCiUQiOR/SQE0ikfxia9et574Hb2dvVgEFOUeZMXwAwgXannQwq5KrrhlDWmovAl4bCcnJGNSh2YHs7GwWLVpEXV0dDoeDRx56FKv1/LLfFRcXc/r0aaKiovD5fLz11lv4vF5Ol9egl8tZv2o3bpuNM5U1DB4eSmbw8fJs/vb6YUrrmjEGnQwYPJxG1/ndpLcpGGRen1hOl9aC04s2MgZXaUGHzV5//jHqc44SGaZj7PipLL7xOn5305WdDkOr02G1WsnOzqawsBCn04ndbgMgwagn2hCGx+9gYloS104cf65dg8NBbHg45jNlBJERYTCSZ7EDsG57Jjq1Eo/TxqoVnzAwVU2E6sIMeNsTIzq5de5YYiPkLPvgRSb1DMcsOjHkryTKaOR0fiEqbTwEZQzvE0omQv1jPPCXKTTs3ow/oEd0+egRP+r84tAGuGH+TBqKyonwOElM6Y9crsDu8jGmfzoPzxyFIKr5+tk7qXeHBhiiKNI/NpKaylqacwuxWcw0eS5MyQSfz8slYwfy8O3X0ictkfhwPUaDDoDmxhrcbjcO1Bh0EcitLRT/7a1Qu4Cf0SNHUbZnHRsP5uDc/AEzZ04FQCGX43ZUcuzwDmIDdSTEJJFmqwTAGKklVqYmWFuGu0VBi00ERIpK8vjnvj2U11QRFxVNz2gDsdEdJ1fZvXM7f7pmKoJcRKtVM2nCMBRnf8imTBlNSnIiGpWWWdNmkHn0CAqNNFCTSCTdSxqoSSSSX2zZB+8xJN5IqlLOD9uzEK2tBC/QU3tDdE+OZ1nZsWMd5joLVTkH0RnjAJDL5fj9fnw+H+MnjqN///7nEgx0Vnx8PElJSaGbTIcDQRAIBIOEhYeh0ah54vd3IWrCmDi0P4ePZgHg9ARAL8esi8UdHs+hfbtxXcDxRcbix0jRCFQcOYinsgxDzwEdtvlm2XKMEWGo9RGI/gAWi5VXP+v8bNU///lPZs2ajV6v58SJEyQnJ1NYWATA7wb1x2S3kxyhJ6uqnu1H8oBQYo38KhPV1S202n2Yqhupr67ngwOhIt85eeXUVFXw3J/+ggo5r7zyIcHgBRrwtqPS7sAdFNh6+BjZRw/zQ1E1ogjp1z6F3e1jQHoCp7//AaWjAa0hNFgXWz6Gxo0Y4nW0FGTis9dib/nrecVRFzSwecchahVaeqSls3HNx3jcTuxeH/tPljI0LRGHL0B25lF0ase5dlk1TYTHxNDo16Dyqajztr3363z4fD4+2XSA1toagkEfDouDsLCzM3teMzK5QFh0IipjPKUNzSgvnwKAKghFxzJJ0mtIj40hVhNBZVFoDW5AFPn4u81EGtMJ6JOweHxsPxE6NqZ3D4YMTKbGreG2RdPwt9YSDAYJCjqS4lNpLjtNdm0LVbXVHMrq+OHF2tWrKLO5cdTWYa+vwdRiw3W2rzxuL63NLazbup69mYe4+eZbpUySEomk20m/OhKJ5BezKdR898kySluacMq15NY2IgYuzM9JRq8whvXrR71XYP/O3ZwsziLgDS2vev/dD3jvvXeJjIzkjdfeZN++vXg853dTWllZyYYNG3jiiScQRZHKytDTfJkgw+HzsybzIPbyOtCqcZ1dkzWwj4EwQwCPx01BTi6FFpFR6ee3BLM9+R89hTLMQIXVR0TvfpT++ekO25j0yVzz5685XV7O+n2HeHHFfmxnZ7I6QyFXYnfYKSoqpH///mzevIW9e0PLAF/ILsPuCSJXKPAJIhUBGf8aqIkIpFx1AxavB0fQR47dQ701FEcgIpZtRxuJjzRwvKCaWqJpFcI7HWNnKVUBNh7NJmhzUHKmBr1cRBgxiobGEzSamqmoaSRhVC8mLriGopKNALgcGtzBJGzeMnzOM8SOv4/1B/udVxxr9x5jXVYRDnMDextbz72+8J4XePKqq1hbUMLxnHIq3X5mXv4/exQ9QRDFAG7RyY7yGoov0IyaPxCgd890sktLONPUzImaSvSas9eSa+k573IcpnpyigqxeTwIwdDDHLdg4MnXv2BrXiVZxZVsKChj3/4DAMy7+y5aXGZaHC7qzTZKSk6xbG8FAFsyT3H0VDF/ePFZlm89yjNvf4jVYqYsPxdKs5AlZnC6OBer10ed1d1h/EeOHGHFliP4rA7KCwqpaWpArgg96Hnsnifo3bs3f3n6H0RGhKNWqhF/xhJjiUQi6UpS1keJRPKLBbZGY7fZkMtk+ANBAqJIWEQkKpq6POvj6tYpKJHj9gYgICKKAnKlnLB4gZGrDxIMBomNjUUmk1FXV4cgyEiM9Hc662Og3owoigiCgFwmQ6lS4QtT8YjzVexWLwDR4aFZg1abHWOSEnOrA7lMIOiXIwaDyAURAdDGCl2e9XG7bw5+hw+FSonb5UGjUePz+RCMwXazPq5smo7P6yMpIZa6hiZEQjOS18W3nRWvPdsCl6KUaXC5XLS0mgHQadXookFh14HPg9sXwB0Q0ej0mG1WYlIUNNc6iDJG4LbbkcvlaMLCaGpuISZJT0utn6ioeOx2M1p9BFZzE4IMro/v2myF7ZnOZlRmF263BwERvVaL0+9HJpfxoP5LAqIaTSA0CPDI1IiAVt3M26Z7CASDIIJaHsThAaVSgTc6vNNZH92NQZw+PxqVCufZBxBRiSoEMQyNL4jZbseg0dDk9CMqtURHOTDV+xBFEbkQqnUnk4EuzIigtXZ51sdVlsl4PQJ6pYBCLsPq8hHwe4lOViE4IxAEAY/DTjAQRKlQ4PR4CE9SE7DrUCpl4PNidzgJiCLeABiTg5jrQRBCSzh1Kjn6iGhaWpuJjFXhd+pw2R2ECtQJaA1hyHUOPPYggk9AlAn43B68gSBBEWJSVO1mffxnzSQEQSDWaCAQ8ONwevEEgkQmKVGJ0TgcdjxeH2F6PSqlCgSR6cJ3XdqHEonkN0fK+iiRSP6z5LNb2kx+9vYfJhGu1aKPiORMeQlDRwzH1FzCh4/8EfHxpTx92zwe+scPzBvVB2cQCmpacL94PY4HvyQ1NZVjR4/Rs2dPTGYTqlgjnz46G6U9nWAwiEwmIxgMYm2y4otfifPqdSx9+T2a9lbSJyaCAzXxvPX+S2xSvkRE3jNUV2SRm1WCUiXjorlzUCiMTB70fLvv7ca92aQOGIQ6Lhkx4MdZWs7bvSIxF4VhKpPj8viZtPgBmk9V0lyeD0knyTnwGEG5gIIgokJBEBFRlDN1zhtd3vcXK7eA8ez/6P73serAVtZ+uopJ45LRGOOwN9bxw+5cJjxeh+m7RAwqJWJsDElCItmVjYxbcEWn48hb62VY9CgU3gCm06UkxRnZWVzCpX/wsv4fWvzBMJQKNWEBK265Ek1kLDF3V7L1LaiszEUQBKKjo2ltLWPy5MncdN9K+NckpObsf7WdDq/TdjH3f/r3/9H2nr4dL2cwfdp04uKSUWr1+DwmAtYGGqdnMeze9xg0aDCxEQbCDXqyCgopbbGR8Ppi7iUM8PLy0/8g6FLS2NBAEJEvv5FjzxtJY10jM0f2Z9PuPRRVmLn0KRX+IjWRsij2byxHE5RT6AwiBt3c+aaPDx8swaBVcef8WeQXl5BVVonNV8nDX/XhjHcrd9yxhPT0dG697Tb+9te/8tHSpSS2kzF0M9NJrL+dltN5YIgkEBSxtbagHHuUmkNhNNTO5MYRTtS6cGw2MytPiky7Yy++nAkcP3qckSOmUX6qmPFTp2GUq7HzFf2Ee/jDPfehU6uQC3KefvU11GolqcyBhJ8IIhbWMYpPHy5HrdHgcrhRyEAtl7Pw5QiujTzxSz7ic25IPvC/X/j3/CMCYOjUaSUSiaTLSAM1iUTSpY5nw7YDxxmUKKe81kVkbBODhqTCI5CeXcLeNzaxduxIhICTB5euYFq8ns1cj39zDhffOY47r3kQs9nM559/TqNQi+Kuizm9X0FiYiJyuRy1Wo3O78fCSuKCExlX8CYzn/4IMRBg7x3PcP20N3j+AMjq0hnu3EVUOKTF6/jmzVVMufJBGNR+/MMrm0jRtBIZjCXgddBY1YiYbKCpOEBVpsgzb3xF7l9/h1VQoTeGsthVF2YwveI9pk+bSPK8hTy8CZz11TCnGzr83ySIMxgWLCJZHIHSF4MrUMs4MQDU0bAd0vtG4ynwkpCcTP9AKlGuyZ2+Vn2un/6RBiLCo9Cd8dBUKWCqjQQaKNgMVXU5vHndFRSczsNhsvJdbSMT7xZY+Y8cLrroIhYsWEDPnj15/fXXOZOphfu6rBv+I+r2a1GmpKL19kStkBOUJWGuEWA6GE+Uc8uQcQwfMpXG+gbyti7DUF0Jry8mBjez4y7hnawH8JucPDJiNUFRhG+mYTsictWUK4jNmEJGn0Vcv+B2vC7olZDBlmer+PvSP+JscfL4LR+xrtbOnW/C/tVNXD95JJq6/iQ0Kzm46gQKfSj5zj1XvE3uCT8jb5mE/XQKX71ylA/++gFPP91+aYfcZUU4KyoY0leBiIA2PpUW91HiVIOJt5gxHZGjC1fSUFbPgITQH9j+f57hmvm3kSjoGNd/Ejv3nObVjz7m5SNqHp70IA8tuQZdYjqxaX1JlE1E5vd3eEdycoObexfNYeKYvugM4ZjMTTT4vu+Sz08ikUj+G0kDNYlE0qV2H8ziqlEZHMyrYu7wRFafqGP0qAwA9pSYeGlkJN/uOIHM52LynNnE6kI/QzKZDLVaTUtLC1VVVVx77bW88MGbBEWREydOsH//fsLCwlCpVCxZsgQN8OHSL/jqUB0TzS0cX7OK+2dmcM3HO4BEVNiQCUp6x05h9eYcGquDuG2mDuPfvL2QEx+v4+2XHuX4rmNsyD6NOOExnE43NpvIzp17yTteis+QQkL4EfoCmZ/eQCMuypqbuCPoIibyela9eReLHrgwe4PaIgsIVJU72b7uM259ahHL/7aahAFG4gFDmJ4tWcUkaDUcL67iokkjzuta08YO5dQPeWRnlzBwQBq1XiVuWWjPnkoV5OWFcxBqs5lk1FHgd+KxW4EIkpKSyMzMpLCwkBdeeIGKigpSU1PP/83/h/Xp04dTuUcxaGREJiRwctdOoqJD++uaWm04vTLKCk6Rm1/MoIGDaGwNZSe99/a/gz3Ihm93Q6lIRKQOiyWUGMRlDdLYIkebXU5YLyNurxwRyN9dwO+fWYyt0YpSDDAhUse6qib+te28ttXCt2vWIvi8uPx+gmeXplZWVqLRaPjxxx/Zu3cv77//PsuXL+fpp9vf4/j+5yuIlnk5WFBOg6WVi2dMpM80qK2tw3s6QJbDTa9wHYVNzZQdrua+O2DC9FlYra0cO3KEgb17kZCYSE5uDjAGo8HA5g17qTZvYfCAXtz/7gTkCnmHffzy0i/JW/MVcqUSQaGgodWKTErwIZFIfsOkgZpEIulSAa+CYcOGMnfmbKIj41lx5GmycirRAbVV1RgVCi6dMZ4hcTKWrttOnjq0iFKhUPz+Xx4AACAASURBVKDRaBgzZgx6vR5RFNFoNSgVCgYMGEB0dDQzZsxg3759GI1G3ECC0cKrC4ehMBgZNGMWuqgEhI9Cxa69QRmFuXVc8vCNPDK5D7aaw7y5bBuX3Nh+Jr6H//QAQbcXRZiRubcNZK5SzgK5CYfTjd0uEijJJDUqDJlRQYvJEoo96MIbdPLg4oUYR45n9YwRZ7M+prV7ra7m9wToO3YAcxbPBFHktudvY9+m7QC4XAGunzkRk80Cfg21rR4Sz6OmgkxQMHHWPKLiTjJ81DhyMw9SWn4KgN8PVTNtyY0Iogd33RniS4p569CXQATh4eFceeWVHD58GK/Xy4QJExAuVG2HbhQeE8ek8cMQXFY0QTujLppPwFvNaTKJN+ooPFVOUlIyg4f3JaY2iszsk/gAZ0kxv3ttIRfdPJSmehPHDxQgO1thQq0wMLhff4LWJqq27KC0yotWpWPawqkIJWaMPfvjdzko0+nw+32AGoB9hWWsvOl67n7hFdKM4eQ1NIfOp1YSGZlCREQEH374IREREbhcrg7f29CESDyBAM8++TjLP3sXZX0NcrWK06XlqC1JzJ0+msG9hjDJ1chzb3wBKKk7VUjq8MHMHD+OsIgYfFo5wUAoFerVl44lue9YCo7u5eJb7ketkCPScR3GH794l8WTJ4JXhCgFPpuNSKV0GyORSH67pEdREomkS4lCEKvLzdrvt/G3v7+NI6jhqutDszdajZKDBWdoaTVTuHoL+0+cYkByNACCIPDMM8/w3nvvUVZWxsqVK4mMjEShUDBz5kzGjRvHn//8Z0aNGkW/fqFseguuuJcbV2SjcDVjNKZQeXwrnC1KGwxqqTUpEbRKDr29E5NNSZ21rZ11/8PV2ITaoMedU4xcr8FrtSACdocbu93F2gOHWFZp5ejRA7hNLQCoXRbCZUoWP/ICVTm56NU6WhqbLkDvti/o8TH/9tvwOZ0EAj48phqaq0MxvrppO5klZzA53eSVlXPgdA3TZk3r9LU8YpDDe3YRrdGzZ+0mnMEgPnfoZrsgvxzr5qW4cvfhyvwB6kpwnr1JHzVqFGvWrGHSpEnIZDK0Wi0Kxa//ZvuRNz9E7nQiD4vBZxNA7sHXHOr7OJ2RhsJKfAiU7i0mp7CU8drQ9/7mV5fw8VPfcfiH/WRv3o6yNYDoCw1cP9maS25JLj6/QJWpmamTkgkEg+xbvgcxTEXQ78GWbeWj3VnI/q2MQVAU+eCbVTj9QUpNVpTyUP9GR8eSm5uLw+Fg586dPPDAAz+rUL3T6SBCIfL1qi+IUClwtbgJeL24HAJ18fdzurCA79ZvID/7JGEXfQbAwF49OZNfSGNrK/UWExs2bkY4O2s2YtFjKJwVJGT0RyYPEhCDmC3mDuPoN3QkDa0m6mtrqDtVhtZgwOToeKApkUgkv1bSQE0ikXSplx68E3NTK6Onj6fXiIG8+8LlLH0rlG0uAGzIPY3D4yV6/HDMokBZ/qlzbVNSUhg4cCB79+7l8ssvR6PWoFQqUalUZGZm8vTTT/Paa69RUBCqkeST6xFR4LNb8PqtHNxVyDV3Pxs6FgyQMPYWKKoldUYcPqsap7fj5VXfPvUutSezcB/OpWHbdurtaqICaiw2Jxabnfi0XqiaGqkzewj6QoMPuVKBIUzBsF7JGBUi9Y0NBAPdn7Q2b/9xZHIZh/fuZ+e329m0ZS8uT+hG1u/309hqptVsQ0M4qw8fwOvqfCmD1sYmouLjaXTbSFJFUlVVFcp6CByvt+A2mTi05xAHjrvYk1OB1RVKwR8eHo5cLic1NRWTKbQU9bcwowZw+Hg2jpYGzLZWqk6fZsi9fwNg9p1PcLGogpg0TOFyZl+3hPTbQ5vyjPEGBK8WT70bd4MDu8NP8Oy/zKIvSLU6nS93rmNlgYuCIicgoBVEHGXF+Gx2BL2PIMH/lSJ52JiZDEpNIDU6Aq8/gC8QSotfVFREIBCkscHExo1b2LB+G8K5zC1t21dtptVmp6msEZVGxtzX30FrNGK3m9m0dD6nT52hpaaWfccKyf7xBgDeWbaCBqcD0e1A7rTy+frtiIHQYFITnYDb5iRMcBIIgsnqJKeyqsM4vvjyex5/72ucbjc7s7J54uvNiGL3F0SXSCSS7iKl55dIJF1r60/fdE+fvanNJo52imW/wN87FYbQxsruuexqs810Nrd57Ml24hDbiX8e+9o81tU2MK7NY231xyUc+MnXO7KJi9q5VscD4v+/9j6XX4N1jGrz2Bu89IvP1973LdjOMkEZbe+LFPnp4uHtpe3f3E5GyM776X/a2ysv0V7/LuD4+QYkkUgkXUVKzy+RSP57XfzYDIzGcPqHKendM4oVu4tJSI1lF/NoTT4APhv1xdks+3YlE4dnkDHvLvqNba/O1PwujW8z07klMZ8rF13JyJEjMZvNvPTiS8ybP49dX33bTstfXguru13KkTaPKeVRhBtkON12ZAIgiICM71zTma88wKKHPuLb15egUCgJBiE6WUdjZdvJV755xELpATlKhYzWVhPlZ2p4/vnnGfT4Fm6NySZcoyQpNoakCA3rxq5FXpvNt8te/dUPyNpS/sY8WqrqSVZ4cbqcbDtazox5k+j3/OE266htZjo7bovimsX3sG3bWoIeJ6JCg9pnZe4bbffT3X+azIjE63nl1Ve4YuFCWltb8Pl83Li8nrvSSomJicFisXDZZZeh1+s5duwYD252tjkg28x0xpu/Y9Tg/tx/zWzmzL2cv7/5Fg5DBEtWAd/fhRwlJpuFBQsv4rs9lUTNeoeY5qsZZOmDQitjzY58ZDNv4PbhUay0jePayMMY1FoumTSGOdNm8doH73GmuZnPGkfzhyuvx3T4cUpPHcFvP4M2aSFDF77B3HYSOF6IwVhzfQkuj58F8y6lvrWF/LzjEIR1cX24rLWFH1d8hVauwW6zMXv2ZQgRFtLSxnZ5HBKJRNIWaemjRCLpUuHhBvQEmTpzIIPnjuHS6X3p0SsFgONbVxCRnEHQ3sSCKQM4mV+I2t/c7TFGREVw/PhxlAoFLS0tDB42mB1bd3R7HN3JGA5alZznL+rLU2NTuXraFOKMoX1SmujhrPrHE6gEgcRIPZF6RajqcDsUCgULL5vPa2+8xd133klSfBx/efFFAFKj9Dw/dwTPzB3HjPQ4vPuWIzvVtYW//9s01dQRb9Bz6cLbufa6W/C5rLjczg7bWS0Oho4Zj7m2kqLCAqoqyziZndtuG7/fz6jRo8nLK+Suu39HfkE+gbPLCmtqatDr9bzxxhu88MILzJkzh759+3YYhyiKfPfey1x9wxLUOg23Xj2PkqLQsuTKwiyaG+vwOx3s37yOiwcpEMUAKUlxKGI1IPczJQnkXse/nVBGo83GbZdPo0eijrefvAnx7F5EhUzggetH4mksRq6JpjT7G1T/gX2KcoWcO6+/jj9fMpCHJvZnwtRLkZ+No66ujqBKQ58Ro9DEJLBq9deYvR1/nhKJRNKVpIGaRCLpUmEGA6l6A5reGYgqJelpSdiqQok1qgvzqT22n6wjWXyz9hAbDpZRfmhjt8d4xx138OSTT6I3GDAajYwfPx6Z/Jcv1/s1kctkpOoESlpsVIsarOXFuD1uALTR0SixMaF3FDMGJPLk1WOhg+WLFquVAQMH8/orf0elUTN61AhcvtCet/7xYTiDQT7fdZhDp2tIiAqiVtku9Fv8j2quayDJZ2brV/+gaudq+oYbcDjaXhL7L30G9OXFh24lY+hwvA4HpvpqRk2a2G4bhUKOy+Vk/vxL8Li9BPziuX1+UVFRtLS08Morr1BUVERLSwuJiYkdxiGKIjv2bae1qRynx41HLmfI8OEA2EzVZO9di6U8mw8++Ia6wv0oBB/2yiLk5ia2fbcSl8+O19SIcHbVT1AuEh8Vwwtvr2D5l6v45pudxGtCgyC/340HOZNm3ozPYUHls7P/s4s7jLGriYjcM30w27JqKbZ4GDl4/Ll0/2VlFRw5fJyVq1bwyWefkFdahtvt7vYYJRLJ/23SQE0ikXSp2soaBqRFQl0NGqeTpIwkFOrQDVpObg6xKrj6rkd5+NYr0Mll555gd7devXoSFhZGWloacXFxKNW/7ZXgVocdTXgk4Wo1XruLSLWCPrGRACQnZzA4VsvFo4cQpxZxO+wdrrL3+nzEJSRw8+JbmDhlGnn5BWgUoYybM1J6gi/An2+9kYcXLeA2YR3KM2su9Fv8j2qobqDF5GTCxEnIZRqu6BmHvay6w3Z5J45xx++fZOy4aTzy7EvMWXAtB7Zua7fN7UvuIBgIsnz5cnr36UPfvhn8a795VFQUdrudO++8k/79+6NSqc7NtrVHEAQunjYPlTKcCK0RvG5umhCqfyi6nfTsOwzk4VwybQZbN5/E6xMwRIYj4mfejHmk9hhKZHwCwbO3FUZtBA0NTdy3YByzRvdm4UVDmRAbBoA3ECRco+LbN+9i8bXXc//vH0fuq+kwxq4ml8vRyQPctWgWSSo5Y/smo1SGvsN+X4Dk5GTUSjVzZ82mxWLF4XR0cEaJRCLpWr/tOxOJRNLt3C43zQ1W4hwu1EEjHocH4ewjoZ49EhASEgkE/LjtdnqEw/HM7HbSUlwYjY2N1NbWsWXLFioqKhAE4VyNp9+qML2B/Op6YpPDGd2jNwU1Z7ARuin1eVycbnGiP1nJvHE92JZlIjyh/eVyYlDEYjZjNptx5edhs9vODRbKEhJxnylHf/wIxRUmVpU30Or/bT8XjNFqWHool756L7VZJho0LlwmJ6Bvt12D2czJ3BxK8k7Sf9govv/ua4QO8mjZbDYyevXC7w/w1JOP4w/48Z9Ns9/a2opWq+XQoUPs3r2badOmUV1d3U4qjhBRFGky1dN46jQep4/B06cRN3AyhRwm4PDh09ZSb5OhNMbh94RmW0WvCyEAleU5WMudDLracC5yv99LdISBkho7Q1KTUVjq2Fpr5nJ6EHA6+GrtSUxnGnG4vGS5prFz6y4uvnbyz+jprqNQKJnxwte8f8tcLGIaUYL8XKmImOhUqqvXYjFbKD99mseefgqLxdqt8UkkEslv+19OiUTS7VweNz/ml/Hjd0fZ+PEOXnxpJRZ7aMmQx+Hl82cexFpZyqZj+SRGa3loWffvXXr37XexWCwsuvpq5s6dy6H9h1D8xgvn6tQaAgE/+U02fsjOIwcdJVUVABQdWg7yOOIjRKoaLNz64MM4He3flPr8frKOHUOtVmExm9BpteeWjU2dNZ+WgMjnew+z12xl0chEFqX8tutd9YiUobRZ2J1ZgjNGZFV2KW6nvcN2tdW1bF33DeMnTSPz8A68TgcOR/szN2+++RbvvPMuixZdSV1dLWIwiF4fGhDeeeedOBwO1q9fT3JyMl9//TX79+//We9h5KVLGD52GiMmT2b5Z58waewYAE455NhqaonSGUiMjmVvbgV2p5NXP/uMw1t2EfD7sBNg09bt5waZtz/4Jn2HTWdVgQPbmVK+3HOIganJANRkvc4lk1I4VFqByR2g8dQGrrzntZ8VY1eSy+UQ9BOeEkGdv5VG4zR6na3R+Pprf2T71m24vU5kMh+rV37DyX2Huj1GiUTyf5uUnl8ikXStNtLzt2t29/2pt5du/LeakRA6l2a9vf7obNr232ofr6ftbIDzyfzJ1zv7XdzE1HYiaftvqb2sj/8Nuvu7sZlpP/l6PXvabHOrdFsikUjaJ6Xnl0gk/8XaGnRtFXjOsgGdXEZTYwsWsx2r047VYWfT7LZPt+y1hUQPuQub3UbfgQOpLq/A5/NxhfaqTg/wch9N4Orh0ezfsAmXG+wWCy0uN3N/BYkJn3n7cr5/9SiTRw0nUqdmwoTx9OnXn+o5b7V7o9vWsfWM5fUhdXhdPhRyBdUtVqy+IAP7aZn70+MLAA5+lkhl1ZUELBUUrXiJtInzGTcrmiF3HWPV9AA3XjGL8TOmEXC7aGhs4I/PvsGS47Fs+fZdBmUMwaD14qjMYvfBLK548n10hsg2r7WZ6Xw8oIbDTc3cfd10Vm3YT7XZw+flY1hoDO3nytv8Mcg1RKf1J7HfGDYzvVtv/OeTydWXTufL+y5BadCz5LUvuOf+a7DO2tB+O9k+7r92Gv1Tw+jZezAKtY6Sqlo2PTuVrbf3ofBkJoPSjRzJryc1pTc3/AALwtseSHzz1ZsYrLUM751MTlYuL/1zH688sxj7dTtozjlItVhN2YFMjhbUcONjtxEgCOnwRNhhLp8+miO5pVgdLjLS4rjtvnvw3raGfww9RaMrwO2zprC9oJItmbl8UjKa5NYbuWXei5htTqKNBvZuOwQyOTm9b2i3Jtp/i2H7LuOdx1/DpE9G4bPhj5Dz5BN3wRSBF2YX0mdYOF/dsRJRruSvb7zEluad3Lqy7fMtWZDByZwm+iYm0GxzglzJw4/dBIt3cAk/b1ZTIpFI/p00UJNIJN0mJVyPXqYkI28rIkHWqXrh9rafXbCppYFv33uPm2++mcKcXHr27EVxcRFoOx+HoJCze9teXHY3Dr+C481eotW/kqyPQZHmVjMzJ05Go1GycfMGxjTUkzKn86f0eHz0T4nH7w8QodHQ4HJhtbe/bE9QxKLf/xKpcUkMumgcjf4G3K5Q0opGe4ClK5rpMagRo1bLvgPlBMOiAEiPSwRbPZbaakSPnQ++3kJKn3eZesuz7V4vNSGC22+/guayCu64eBRf7z6J2+kCI1Qc/JZ+PXqBQsuZU4eh35jOd0YnBcUAU0f3Rq4OB5+Mh6+YwatvfMsts8LabScHcNrYv7eSU8U1pPVKxxcMPZBdu3k9z904nZF9BzN1UBkPfryO6xnZ7vnc9lY2rj/MvPefImBp5Y/XTuKmR97hw+sGUmA7SeaqQ9z18BNcfInI9s1rGTd4EHXp4PUHWLT4Bu5Kz8BjNVGdcxydQqQV8FTa+eJPtxAxei6J61cginJEgsjkMlAoWPHAbHobFOzas4l5c6/ukv7sDvt3HCZj0HDW7M/HKVeT5BEoqyiFKVBdZGf9Y88QbDyFTyZy46WzaPmhot3zVTa4GTuwJ7eO7MXwnv0IBOSIo/uwh9926Q+JRHLhSHvUJBJJt1n77TIsmz4nP7uQbVsO4cnZh0xo/2eotLSUhIQE9u3bh9/vZ+PGDVRUVJxXHCq5nIToMIwRRix2K4NTYukTZTivc3YXr89HUkI8WYXFxCSn4Y1IoM+Aoed1TpfDR0lFA2arnTo/ZKQnElC0/7moqo6gUKopbLBwsqIaq91BrbkRgHiVnNN15Qg+HQePFrIiu4VwoxGA6CiRHWs3UZSVz+EftiJ4PAyYfl2HMTosFvYfPsqQfv2wW4MERAHZ2cQPZ07n8t6mAsqLT2FvMJ9XX3SWIMhZsWY/763eRX5dJXGpCZzIr+iwnUYjJ7+4jGqLjcxTLezZc5iq6lC7aJWC1fsKOV3fyurj5STqtQQ7yOCo0yi4enoar735LTa3k78v24nFEdojGunScNvtS2jMy6OmoIiLho1CpQ99Lqv/+R4b1m2h7HgmRw8dZduuIzia6gG4+qpJ3P/lFsw1pdQJURTWNBEMgkIuo9Vk4ao31vHpoQo8eZuR/1oeeACtzWbKG21MnnsxLYYIql0ujMY4AFIHqdmx6XtsbjPPvfcpuB18t6eg3fOlRKhQyOGHfDPr8ypZeTSLg1kV3fBOJBLJb5U0UJNIJN3GY7eRYtCTaoxg7qQR9E7viV/0tdtGp9NRUFBA34y+NDY2Ehsbi9frPa84BEFA6/cRqVETdHroE27A6fKc1zm7i8fnxR8McPtNNzIgow8fvfoKK1e2sx7rZxAUSlLio5GLAmEeOxa7gwi9pt02cTNvRi4EGJQYzZiMHqQlpXDNqDsAkAl+Nr57HQa9B5UOlj05E191GQD2wgP01TaTkNCHtIE96B2rouTA5x3GWOP2s/jyK1n5/TYuGjeGuRnpyGQyRDFIz17x3DdvHKcOHCIyMpaAr/vrXQWCQRxeLzdNGkbFgWIackvxeTuuo+bxwvCB/RAcQX63cB4ZKSnYrKGacyoNLJk/EZ1cYNHwXmjUMqD97KRNxUU01zUztKecLzYcJCUhjGmDUgGQy1WIMhkyp4PUAf0I6rXUqkMzp9roGKZMGE5Cr57E62Qkx4bjdITicOi03D1+GKYzlUwakIbPH4ohEIA3Lx3C8tvGMCrBQLTHgkqp7GwXdrvmlmZGDU7H4LezcFAiXneQFmvo96jmtJMFs64hc/06bu+XgN/pYGDf9uvRBZQ6At4AtwxLQGauZ0qCgQ8+/Lo73opEIvmNkgZqEomk29jtFixKDw6/hwavm3Cvlf4J7T+Br6qs5kxFJTm5OaxcuZLm5mZ27zq/vUeCIIBGx7biCqyCAovbQcuvJDv/6YJi8iurefq5Z9n00TK+/MfbVNWfXw2qgNeF2+el2WTH5PKgUWnB1/5guOzgempNdvYUlXOguJ4SV5DDR7YCsOdkATa3BX2YlsSoCE7lZCM/uwdNGZPM6SobFZk7yStrIDUqgqAstsMY4+U+jhQcRNQEON1cQrVGjTwQYNkfLsNlK8fldxKbmsiaVd/gMXV/Ta6y0tMYdQoOVRST0iuZKksTgq/j+mUKhcCh7FNMHDKS5tYWckrOIFeGlj6G6cIorarmwO4jFDc34nS4kXWwTf3FpRt4flkmHpcHZ3UzlU1WcspDM2Mxqf3Z5TiAPDIMe2sTrZWn8MpCAxMxKLJn216K9+2hsamFFZsPEhkTml1at3U/DSonLo+b6qoaztRUIQgQRGTCo0spqLXisNjwBIPkZv4KNnqe9eMJE08s28mx/BK8ohqlUk7j2VlEl1XOzkPbSU7vS5HLxqnyfJRxze2eLyj48Pv97DnTSt/oBEqdIEi3WRKJ5DxIvyASiaTb2O1mMvOLqfLYya2vpy42Hpm2/c1mao0ai9VKYUEhgwYO4p133yEvN/+84hBFGZtO1TFIF07fuGiKzHZM3l/HSC1dbSROqeJkSTn7ak+xcsMakjS68zpnnTOI0+2h0eGmsMVFzZkzuDvoD7lcTr3FR1S0EU2kAaVSRV1daAYpEhllDc0EaxSENYpUmcys3H8UAK9XZMTkdOqbTUy642nuWp5J76k3dxhjUyCM+qpWmkU4fCCPiSlyVAY9U6ePJbzHNGymSqITNcz5/T2Y69tfonYhfPzKI6QlRvL+t9v55EApZqeatIvf7LDd3LH90GkUbDp2hKyiPHLKGzBZQqUMaprr2bT7OL1G9SdKqaJXryRkQvsjtWfvmczeR4dT1Wil2i8yK14gEAwl3QkEg0Tk+ECrpra6FHl4FI5AaEZNoVIxbOxIcgpLKK+q4Yl7b+D5t5cDUNriRJk+kpgoHTHRWj76y6MAiIEAl127gEeX78Oh7cGkx9/llbf+1uk+7G4BWRhLn7yeozWNnCwt5bqrZjC+bxIAgwaoefnkUbKKCyiutqIeexWKwLR2z9ejTwrNDqhudbCisIojZ2pZ/ekH3fBOJBLJb5WUnl8ikXSPzqTt70gXp/XfwIQ2j8lpeylgV2cXXMOwNo+pierUOduKsbMp4jcyqc1jsrOFtH+JzpYCEGl71qqt2Yz/loyE7b0vB2faPHYVpRcinJ/0a0jdv5YRbR5TYezUOTtjED+2eSyfhV16LYlE8l9LSs8vkUh+naKu0pAcG83n91/KJz8eYF1eDWF6NUWfNPDH9QtITRlCXLgac1MND73wGf2jg7z4cF9O1UaTU2wjEAwSQGBHdiU1y9ovyNxZb/8g59oTI9DZbNSeKadWHc3YT+v49Hdl5Gz1UFtbi8vl4sSJEyxdupQbv66+IHHYlj3O7NmzCQsLo6qqioMHDxJ9/ecYqm7GX9OPj196gEXzF1JaXsxFNzxMy5jHuDe5iHidwH1XTKWhshqTN8DnO3P41NJ+FsRLZJlMNCqo9cs5Y3ewJEFHQt9w5u5uu03+q3LGaoay+scDqDVh6Iyx5JaUcOcRA5fI9jB+QAJ9eg3gWH4hxZX1IJezwTuZ58bYmDt+JG63j7rmRrJLKsjJO0VHzwwfuu2vfD3xexRBL9XV1Xy+r5KrVxm5Nmo7s8YO5/PXnkBpiKM25wB//GQTDx3S8sWSRHIPHcEQoeMfz93Om18dIiopmrndX1u5Tep3j/LZ1gEI5hZaBRVKhYrXe8SS9RmorxnIO9YmpkwYRWrvoSgFP4r570FE98Y4X7GPOXPmkJqaSmFhIQcPHuTz8jGse76GJelzGTh2Om6FgYf+8g7pvTOY/3E+lyj2MKhnIlePG43F1MJbWw4iiCIbAtMQv+7PoLS+JPWeBBoNDcXHqLefomnOERYbM3n0+llcccUVKA1RPPfKGzQ5q5i7te34vvrLbAr3pPHU0GzSjOG8/cN2Ngd+x7fZH/H7uHxG94piau+ezH7gWnSxKax//iVSv+r6flp6qi8apwlHXSmW6kqaKs6QX+dk82eLuv5iEonk/wRp6aNEIuk2Ho+XDxaPJyophucevZGxPaLR6kLL9k4XNtFvwAjkMj1Op5eL++uIS4wiGBSRC2ByeEmJCSdGq6JXbPgFi9HvBpfHh0qlQKZSYw2G9mqNGTMah8NBc3Mzzc3N7N+/n+PHj1+wOKxWKwaDAVEUEQQBj8eD/2zGv5bGRkbHxpCiFBkUEx7acwcMS45jyZWX8GNmBVcsWsSTjz6AVez4Z16vVZIYFcakgUNYc9NC9ruV6MPaHzn1TknjeH4dN193LTfMmcywXslEqULxLf9KhdniwKALI0x/dmlrILSU0um0AQI+vx+P14dSrkD4GQ8ge5c+R3nxGc7UtJJ5opQWjwKl6EMQBL7fsA2ZXA1yJYaIKHxnk81EhhuI1QhsXPoywzKmofW0UFVU0uG1ulPiGSV3zcrgr8/eyZt3X8Sf7r+Rf/pDS0jX6gWWf/gmRp+d/d99TmtDU9WX2QAAIABJREFUNT5/x/veutqQIUOw2+0sWrSI1tZWrr46lIK/b1wk0cYYFIIctaAkLimVxZeFinELAkzJ6ENKTDzDRozl95dedG4wXlKQhzosA5/LhICM6MT+7Nm4HoAoYwQ6fRiCQo0mIpb6qjNU1ZnajS9oTGCI9Ut6h0URH53KbTPHM7A1NBoXEInRR9AzwYhSrUSl0XKq+sJkBtXowwk4G5H7vKi1eiKTUwl3Wy7ItSQSyf8N0kBNIpF0G7UgMHDSRCISetNQ62DOkGROl4dmpHTGeEBNVf5ewiLiSYkVaao3o1DKEGQKhqSF09jixOX1kpF04aYU5Bo5wQAkRkdisXqQ+QSQCTQ0NPL/sXef4VVV6QLH/3uf3nLSE9IJBELvHaRJE7DrqGPvOooNyziOzljG3hsKOCKigIIgUgSpUqUmQEghvfec3s++Hw46c597kziHoo7795H1rLXX3icJ591rrfcNBAI4nU7WrVvH2LFjSUpKOmvzaGxspKSkBLVazYIFC/jmm28QACkY5J2599Ng9ZDWtSeZWf3xbv8CgN6pXegSncC0Ab1ISOiCKjqRQCfp3AFi9WZunHE+Y5LVfOrSEKdRYo42dNhnlzKbG2+9BU9NHeaEntS3eOnfO1QmYMl76TRanOScyONIQfn/CsSGd8/Abvdjc1iprK4nIAk/BZodeXP+G6gNZjKTU+jftx/D0kx4Agqcba24LY00N9RjqzmJ0+bhx0Sim77exudv3Y+rxY7gCfLordfidDo7vda5JO2IoktMNG3FeZQcKSMjqzvnx4WSq5zIzePgji3cePtc6trcfPPVJiIjzvFyGnDrrbdyyy23YLFYePfdd5k8eTIAYyeNBUnB4fUbUPvaeOXJR7nxwScAWHr3HaQkxaGWgtSVFuIOSohi6CtHVHQsBp0Kjw8CHheFBbmMG3UJAM1tVj74fC36iFj27tzOxx/Op19mbIfzC0bFo9epabC2cuL4YWJFNb1TQs9QJSi4YFB3zF0i8bW42LpoJbktjrPynHxSgNaCI2z+9EvcTfXEde1J0H16GWplMtnvmxyoyWSycya7ewaN+YUo3U2YHDWoHR6kUzkrbPZG7C0VFOTmUXp4CzpNF2ZPyCYYAK+oxKU1otOKGHQaFPqzV/NMZdBTWFvD6p2HMGgEiusa8Fn81NfXkZqaSmxsLKNGjcLv97N///6zNo/KykpUKhXz588nLS2N7OxsgsEgUlDikfcWEmM2sWDZcooLjqAcdyUAsVEmLDYHPQcMwWZxoO017mdtlr8uxYTdbkcQYrhtcDb99BIGTcfp+S0VBzGmdiOrX3++/HQhU8cMIiMuBoAjRVUkmk30Tk9BkoJISPx45Hjb/gNEmU0kRidhdzjRqVSdbnsEUKgNZGbGUVpdQ2pSBFVNDiJjY1DpDTz1yFzMUQZytu8nIkpPZlLo5yMqSktAMKA2ihQ3nCQpJp7qynOfEbIjPoMdvz/A3pJGojKT8Fqa8DtCK0h2u5OqwjK+fv8DUiN0vPHSX3E4z06Q0ZHY2FhmzpzJ1KlTGThwIP369UMQBFav+BZl0EdCly40Vtex98vPsNtDpREc2FCjQGnUQ0BJot6IJIQ+6LmvHiTod3B46zbw++mRkUrEwNAqXUpsJJNHD6a1oY6hPbtjrShiR27H24sFowmdxUGKpKNPSlcEo4omS2jVrNFho7muleUbD2MpOU7PUT2YM6vvWXlOPkFAN+ZaKguaWPT6Oo6uWUHwZ5RokMlksvbIgZpMJjtnnDYr+WXlCKkDSJx1ORNuugTdqbJLsaYI1ix5n+ikdARtkFUbC/lgyzG2Fdh4Z3UebQ4PrVYnNW0OAgrTWZtj7m3H+P5wITGGZNYV1tBY04DkD2K1WikqKqKhoYHy8nL27t2LQnH2ivvqdDp69uzJpEmT6NGjBwaDAUmS8Hr9LFzwAZ/tOEh9eRXuzT9wfNdmAEbf8i61rVbaGqqoEfRIEvychFF+vxK/BxKTYrn2leVoBBFDXMfB8GXdo1n3/rtUleXSq8twvCo4lHcUCKV6r7I4UWs0qFU/HoUOhYxljS4cPg+VlVX43V6arDZEsfPj0gGvl+92FnBgTzGbcpopzsvF3VJH0OemobaaqryTZOgTyTl4nMbm0HazrF59qG2zYLU3owo6cagkVJ3UhzvXXFkO6htriXU6aa6oxO62oDoUCkzcbg/Nzc3UtDbQYrMRcNuxO879iuD111+PRqNBFEVEUaSkpARRFMm32HBF6KmyOfhqxS60fYcy6YY7AaiuryN++Cx0oor4jAwW7DjwU0AuIGG1Wuk/+ErKc/OormsiISG0Oq1Qq3h7xRaOf/UdCoMJdVQMw3t363B+kqggGB1JsdqLz+/Hq1LQJzsdgCuGZrAxr5QLBncjse8Ypl3yCO+vP0tZQf0BRKORfudlMvvK/vjdViY+/uLZuZZMJvtdkAM1mUx2zsRFBzGZAix94c88eOMf0QfrmTW2OwD1lkpiVVHkHdvN9g2H6ZelJyVWgcdaS5TSgru5gqgEFZlZMZxoLDprc9SZfbiEFg4c3sbgaJHBQjNaUcAUoyI+TcvCJa+TlGnky2/+icJw9r407z+2mRXrPuK7XSs5UbqXpas/xON1sXTVAiqaj6NOj2TsvbfgnTaIrhH1AJi6eDjvtvvpPbIn+R4Hrd4KYpI7z8CYlqWmwd3A0oo6AlEWlkgi+uSOyyZkZKfQZ7zElfPmk3GZDZv5ED+0hj6XgElCGwOYXER20RCXqiU2RQNAbJKSk03HUHZRE9HVgGBwEfsz5pj7/SdMmjuH4XdcSf+pfXnhiavQapQ0WQqJT1VQ3nicV7Z9RrO3ikZCgVq3wYmUNJWzr+Age/O+R1LamHXV+Z1e61xK7zuWTw9Xo45x46eNT1etRRqaBoAyysO6vL0sy9lM14m9+cdn78PZezfQrqRME+u3LkfSWGhzV/DkP+5HECEtLYIn582jtvU44y5I5VjtMU4eDhVfN6eqSO+fSuzFFxM7eSpvL5zHuu/WA6CNDlLvqaRR2kW9/wT+9HQ0kaGVJ2WEn569o5nz7TIWLXsDm7eSxx+7tsP5jXV/gS5BpEXZSm2ym8La48Skh35+91paUCWrmLt+MyP/eDOxXbTEpp+dFXmbaMdVuplKdQQZf3+bmgYf2x567KxcSyaT/T7I6fllMtk5IUS13yYt62CDXgcp+MNJLR9uuvFwU3m3d72O09FP6GAe287ZPMIZr7Mxw5nHKnq326Ylod229v8Laf/nLdzn0VG5ggvYFdaYvwbhfs7hjBnueF+R3W7bW7zRbttWpv/H15rIhv+4T7jXkslkv0lnND2/vKImk8nOGbPXyIHX5lK3cC43jRzFyMwBdFVlADDkkREUD25iq2Mpb2y4k3e33sv5D8R3ON6fonfyj4zddH2shcdSDvFa78PcYNjR6TxmCNu4WLuHdXP6cXtaMTOEbcwQtgHww+RyDk2v4eCMBipm1fPVsApstb6w7/nQrVY+7HqQxHm9GJ37V2peyGLvM+M67bdwlpHyh8Zg/OAuVp1v4NUBDjxt/3l9sh+VfBDBpxdYaXxuABuvEth9rUTpA+GP98Xt5TzfI59xVR+RtOo2Gv7SjwO3dxCNnzJTtYtLdD/w7egmejwQyfHZHq6N7Pys37vT4tl830heG2/m7pQmHsn20FobpPvJ+XxzTx/UW/7KgWcnk/vSDD69NhmAuBOvsqxvC4Y5SahuiSK58FVSCkNFqEfvGUnLI7G0zo0m660UtC9lM10KvzjxqjsG8tUdfZl4/G1G7XqKBePdLLo6Nezxfk2e6XeC/psuZKr3bXirH8/1LabtNH4npgdXkfBxdyY3LUT3egzlf9EzoumdsMfT75lJ5JcP0vOHd3C9Mgv3qxfwbLdmAK56/lsa0/9E5riX0fSey171RUx8/NuwrwVQmn4Tf3nlO9ZWZ5ATeSUvLt6GtsXKFmkam6XpbPl6NVuOF/HhyiNskaad1rVkMtnvmxyoyWSyc+YPE1LxtFp4Z8FaZvXLwutwIZ56+dQ1KZuX736C8qN5FBVX0tbUwo1P/LXD8cw6JSebAqR3SWLTbf24vFcc7sDPe5llMpnQ6XSYTKb/lXWwa7+hiIMv5dJbHiR+/MVEdOuF/zTW9pdvOsmCF+aSmdkPX0UhC5asQqPvvLyAxe7EIYFeb8blD9BQVcPPyrrRjvLCZgJ+P8eLcigsK2HboRy2HCwLe7zhPVMY3acXBCXSsrLpNWQYbS2d17aTghJqUSIgKHH5gsTqVCSbO89k+NlHrzNtwijmvfUMvbJ7Ip3KZllTU0P//v3p2bMnqamptLS04HCEEm6YoqKYPrgPJkMSJ1tEmo4UEhUbyiAoBCXeWraLP2RrKMkrY9zl0ylf/HXYz0Ov1yIKIn9+8B7WLF1EVNCPStPx9tHfipunjuSdr3MI1rVQ74/DJ4iIYvgvjevzvsHeqiNnxfsU5Fso3nWQTUvDP8sVDAYRJJHq0gIQJRwOGxecFyoav3DJOmYOHEyL201pWysSIt9+1/nLnI5sfOleDNGJ1FdXMmVEH/SJifz4J2TV609xZF897sNVtNTUcej70wsKZTLZ75scqMlksnNmfI8M+vVK5oHrp3HS6UNy+wgQSvsYm6BjzsuPMOa2O2lpaEKv0bJl5aqOBxQCxGuClLd52LfzJDN7J6L6mTumb7rpJlpbW7n66quJjo7+6d9Fu4XZA7PxeiUSzEkorA3oVOH/qXzx9svQ9M5CTE7DHwhw/XXTOLS1g+q9pzhdDvqlZ9PWVI85JhlBkk5lTwxPrwGZ2K1OEqO7MabfIGJMBo4Wh1+s26BUUdPqQKVWsG/jGpobmmizdF6fKtGo46KsFHxuN5VNDhI1KgzKzpOJ6LVaYmJjiImOpG//XtTVN4AkodVqmT17NiaTiaSkJG655Rbc7lDmwW6xaUhaA1VNzQxJi0V19BBJ5i6hARVqHh4XQ3VzM+dfOgXR00RqD3fYzwNgeEY8V19+FUnpyVw5eyqiEDyt8X4txo6fxF/nPowyLoE+XTMwKQWkYPg/i4e/+ZgRE2bQu+9QJk6ZzcUXX8nh/fvCHk9vjEBQK4lOTKW6OB8EgeSk0Kpq3z49sXucrM85jEGhxqhWodGeXkKZuF5D6TtpItFGDX9+6AqU0WYEQeCuy4eTVbWbeHMSeVVWUmKSmD/v7dO6lkwm+32TAzWZTHbOzDh/AFZ7Cyu/L6ahoQ23QsLqCa2M7DnwA0FfkEPLVxLwufjg85Xc8uj9HQ8oiQgIZBjUjBrZg7KaRnw/M5gJBoOsWbOGxYsX09LS8tOqWrPPhRYPzWXFRKgD7DpyFIWi80CiPfGRkTTu3o8kKThR4aHFLZCQFNlpP0ubjUO5ORwqLqGlth5nMEjwNL4cF+bncqy4DpNJRWREBBOGDyHaoAl7vKAU5FjeSYKCgCEmFqXbQlJiYqf9FIKEXlDgDAT5NLeEH6osDOvS+fOw2x2kJnfhUE4eSqUSlUKBIAjodDrq6+sRBIGuXbtSV1dHaWkpAJJSQVA0EBsbzcFyGzVu4NRnKSAx5dppGE3xCIIfyooQhv0x7OehUCgI+hX06tOTDRu2o3RLFBYWhD3er0lZUTlanZO2giL69UrE7XVzOkfIs4aMx1paRFNtHaLk48Sx40iOurDHc9ttuB12dFotCo0ehVKB02YH4IKZkyiwNPHIrIvQ+QTMOg3Dhw8K+1oAQQK4a3Nx1p8ktt8FmFKGoTVEoLJUYWtrpWbrJip2HqdLgpZG7y+Q/UUmk/3XkAM1mUx2zuzdfZDWZiduv8iafUcJeBSof0zNLgW5ZOhwVn+2lJzCMh784EVOFHR8dinCZMImqqnDg65HFLW+IBE/88/axo0bSUhIoK6u7n+lsE+LjcDlaCAtI4GNKz5jxuQJ+Fzhr7QsX7cHn9lM4OQh9pbm0jM1DXV0r077zX38a4pa7TS2WdlfnEdEcgbBQPhfjrtnadDpVXh9LSjUXto8Xjyowh5vwg1/Yuvu72ksKSSzV38UBjPjxk7utF+zJ0hOiwW1qESVnsSO2mZGJ0d32i8uNhKdVosAfL9jL2qtBkmSOHbsGPHx8dTW1hIfH89LL73EpEmTgFCCxK1DE/ji4HHSU+PZufcgPxbu02o0GFNiidAFkCzNCAE/q59tP/FEZyRJoqDNwdEjG5jYrz/fHj6Krc0S9ni/JtaWH6jOO4ZGIzJ76lX4XRog/JcXhoRuPP/eWzS1lJF34iBPLt3GyQJ72ONJAgiCyNpFb2OOjqauooqcwhIA7rj/ZRpaPAT1WhyKIHUWOyrF6a2oOfI2o9CYUWmUgIjLAUEB9uXbeDWnAV2SkbFjhtNQXobb4zqta8lkst83OeujTCY7J4QoSIhoxRcIICFgc3kBgUAgSHB5Ml5FAm3NzQQDQSRJQqFUokYi8sr2kxZ8XjOGoAR6BUSa9TRbnHgDEtHJmg6zPjZVeRBFBZIURKFQ4PeHUoPHpmjAqkQUBUSFEikoEQgGQe9humJbWPe9xjYVyevB5ZNQqtXoNApcbj+XxWxut88GJmCpV6BVK/H7ffh8PgRRRUSCxAwhvMx4axzn4bIF8QcldBolSlGB3eXh6qTwMhJuDs5GlNQEAwEEUcDv82FtbcWYpO4we9/SmrEIgC8YRK1SoRBBDEpcktD+uaFV9MZSB1FRZuwOJx6PBykoEZmoQOPORKEQCQaDaDQaJAlsNiu6KD9t9RI6tQaVFCCIgIIglkCQyDjQ+rQgCPgdDhSigKDW4HALzDSHl9VvvecCJEki4HWjEAQ8Xi+SQoU20vubz/oYrPGhNOvwtDkJigJeQYUxTmCGYktYY272zqSlpRWVCEjgF0Qkf5ArknaHNd5q7yAUgha/z4fDbkejUePxeNHHw6s1T4EEaqWIUqHA4fYAoE6JCTvrY5TDBaKAIIk4vBImcwQtghdviwOl24VBLaLT6nAFJawuL4oEs5z1USb7/TijWR/lQE0mk/1mTbomFUkKIKIiIEiIkh8FEg99nh1Wqu8NTOTFq/LRqpUkmwM0u9W02d3c/U53dE3xWIsVSK4gXXsNRJCC1Nfm4Tt/NyN3ZXHY0Y2TBUXg8dDsE7jrwfs4pplHl4Y7AYH87Rsw6tT4fD7iBo7G1vVTPr2jHJNGi1atISE6koAokl9Swh8/TMeyfSLLli3D5/MRCAQwmUzc+loKRsc4Xnn4E8wqDTc99Bj+gBOPpIGs+bSu7su+/btpa7Oi06qJNBjoMWEsXSYeDjv1+bmygYm8M6cSpSRgNBoRJYHnn3+NO+bexj2vJqPY3o23Fm8jKAVQCgJzb5uBc2AhysIJfPrJUmx2NwF/AJ1ejU6r5fIXzWx6wk2rzUVilJGUmGhKGlqxiXou/XuAV28sxRsMwqntpOMHZJFbXMUd87pQ800/miuKqa9rRgx4OVplxRSr4vzzEsjwpBOZPgC1OR6l1kBDUz2eoUtYel8NLTYv8dFmDEKQzNQkvjuYx52Lkih4Px2b00t29kA0gkhTayX+QIC7r1/c7vNYxxiOLoonMSGFjWvWgxRApVQw+5l4LjOHF9C0ZwzrePpEG0GdHmdhGVanHY8osqmwmmVz3w1rzL+8NY7S4mpcbgFEBUheumfEMfkxI9dfGUAURW4ecx59snvi6JnJk39+lF5LHqfg6leINCgxalXojEYSzHpi0yPJu2YKF5f66K2Pxe/1obD7CURreD/OTuaRQoqX7SA93kyNxYvd7qHU4kS/8Fain9lCeUkhXq8XJAmlUknf/oNxzp1A80MLiI7Q0tJkxajX0GxxotKqiXvjDkZvqOOjRYuI0GsRBBGr00HWwN74HplJw+3z0Gq1NDY2IggCkiSROe9P7DFfcUY/F5lM9pt0RgO18PcuyGQy2S/s64+OYXdbSAjuB52ZtW9+wugH3uYHLg57zIsSspk6vA/mmCiu+/MiduQ2ccvLmcQ4eyCVuOiiiKB0Rx6GvlkkJk6mkt0kSoPxlmv4Q1okUYPG8cRNN7HG9y1dn4QIxwj++drfGZqaRMDhxCHp2LV1H5PfgoJ1NnqmReNWqolPiiEiQolQFtoq9dfblvDUU08xePBgmpubufvuuxEkNRFiP44sq+KujFiGX9iNlqo83JMmUcB8FjyxmoAfbps5HZVaZMHqzfQbkg0cPkNP/Ozav8GCKgiXDRRps9uIl86jeHOoqPgfL1/J4AQTwwZ0J/d4Mddv/JJ5+QMp2eFl+9ImpvSOY8rwYZwsOcGuxtAzzN/ioafRyB3XXUlkbBIPr3qFcoUGcLL5s3rSo/VM657IpHEDqCh3kdqmBDyM73E7msSTNJws4vjRo+zct4si0cI1vbuha+uByp9FdJ/hqNR6ovROclnCrmWtaDUaXlr4PCmpXfj7GwsYG5kG5NJ4QIW3zcvIQRcS27UbBbk7+W5355kHC7dBuboBcoJkpqdwoLwJnysAnSfJ/I+lr9+FKSKR3NzjJBgNrD1ylAE9B4Y93rIPSrDU2Xj26lkkxUXw4EcrKYptYfJjRhq/+J4IUeTpx99G0GrImD6VW2b+gd2Adc0BAmqJ6TPH0CVo55uN+xk4axB5wI2RafDxPqzRbkz9Eni4xxuom/7G1ve/Je1QMU//7QbM8emUf7+Tu9dvohZwbyvAk59LYlQUjS2N9EnN4Oj2z+g2dwLS5lwefWgmjTqJ9C5mnn3vW07WO4l74w5emn0bi+dcRVav/thaa7j9vRUIVhEemUnloo0Eg0GCwdA2WkEQSH355rPyuchkst83+YyaTCb7zQoEfXz5xRos9S6c5Y0k6M0IvtPLtFdYXM0/Fm5g3kfL0CpVBIOhZCdCwMfhnDwe/eALtDGxON02cIfO1UjZF1H83Vd89uUPeBrbmDh+MsXHToTaJBB9dvYcPs72E0UEFBJmbah+WUxEBCfKyjlZXsGn6zdQWF6LSWsEwGKxcPfdd3P06FGmTZvGzTffzI8D+nx+1rnBVVXCtpJ8NKrQOzevz8OkYcPYW1JLWaOVi8aPxBzxG9qYIAlEGXWkmrpiMwykvq4ajy+0VS0lWsexViv5eYWUWZxkxBiQJHjrnYVEmXTkW7Wg1/B9mQOXPXSmsLa+lWaLk40/HKSstppLpk6jS8SPZyJFhqTE4JGC7D1SxIUzpiH4Qp91Zve+vPTGQrx+Dx+u3IkrCInJsXiCQY6XN7F16xosbXU05h0DVSghi0ar5u2/3kxZk43GuhpKC0oZNHQwAMqgSEBUMP+Tf/LGS89RUlJJTUV5p49Dp9ej1qhJz8jEHRC5ccoIRPHs/Ldd3WTn2dXbWbTzII98vIojVc14tJ0nh2lPt5QYtCI4LK08u/hrbp0xHner7af2NL2ez19+gWVPPsOkQSO57OarAbjq/CFMGdqHpiYbdqeTgd1TEH7MninBA7v24E4xMPa8R3hp6/0ICDh8ARKDKgJWD9baKlr9HiwOLwAleUcQAz7cbht9k1OpaWtFIYSeoVqpwlFbQ1FRKZ8s28u4fgmoVKFzm4IgIOn0OOyN7MyvwO914zqVTVSj0fD8888zZ84cFi9ezLx581Cp5PfeMpnszJMDNZlM9pu1evU3XKYpxZgUh6/ZRt9RfRnUu/9pjbl+fx0jsmK4448XMiBV/CkbZFtzBVVVbbx857X0Hz6W2l15OCwtAHiECPr07s/NN86m7tgexo0dRkZ6KD14qL+WlOQExg8aSKxBT7wYWiVSKDT079aTxPg47rz0QlLiE8gvCCVBMJvN7Ny5k6ysLLZs2YLf70cQBBSCiIcgd2b3w6fTcOnFN3Bk/ScAlLV4MemUjOmdSdfYWNJ0Bpp3HTit53EupUVqWXvfo/QxJvD6hbPQqlXMGB0KdiL0Ws6LNzImM5rzuyeQERkKkLRKNZFaJY/PGkXl8TIu6ZuJwxn6kl5U08RtU0Zw3uBhJMZ1oV9qEipXqISAoBKI1quxuz10M2uITUhmwZYjoTZBYM5Nl6H2+rhu6giGpppQedwYFQLDR42jm6aN6LgkjDFxqDShn48olZqhw0cytqcZAgE+ef9FemX3Do2n8CP5RaZMnsy1f7iapCg9BmXnLxQUohJRUDC8b2/GDuyLUgEGTfhFyjticVjpb1Zxz9RxpMXoMCuCfLr447DHu2R0IqjU1LsC3HnxNLrGx4P0r68cr952D5decilXvfg0gcpKaAr9LpVW1vLxMzdw76WjeOr+G9CqFAhS6Bl7PG7efOoK4rt3ZeeeNwh4veAPhj6vy0dg6N6H1sLjZGZn8/DofgBIkkhmahrRaj1mrZ7smITQuVPA7nJjcQc4caSWsb2S8Le6fvp9f+ryi9D7wdboZNbwESSaIjBGmABISkri/PPP59ZbbyUzMxONJvzsqTKZTNYROVCTyWS/WZOnjMc57QH8uXmc3LqHgn372XLg9M7vXD4hk798dAB7rQOlUk1kZGg/k98nIUWYyC08zlsvv8kJSytNjbUAHN60jlX7iijLLyQ3pwKb1UpuWSMQygY4fOZleLx+7JICq82J0xIK1HyBAC63G0urBUGA7UdLmXj+nQDs2bOHnJwcZsyYwRdffMHKlSsBCAoCmefNoiC9J1u/3URBaxvKtGEA2Kx2SsvLsLc2U1/RRNCg46X3vjit53EutbqcHDmyldT07hwtysXn93GyObRqGR2rpdElUtQmYLHY8er1IMD4Uf1pbrNx/MQJbGUOihrqaLGGtj7qlQq25+Rz5NABgpLEiHufwKAJ/be34h9z2N9kx+n002v0SLwBD5L0r6MFOr2OFkmgpKKc3Goby79Zi8sv4a0qBcmAt74BvdmMZA1ldhw8fjg+AiAGUBgjQQjg8p9KhBOAI0eP0tzaRsATpKSsGltb5zXnUCgQVCq2fL0blSKIqOQMn374F2tQw96jBRysb8YS0ODBSgn2AAAgAElEQVRBj0YXfsFuQ/dpdEmOwWJppaCwnAN5eUj/ttr9ybKPEG0tnLzvTTJKNHRRRQGh35e8k7W0+gXcthYkSUKrDX1mDp8Hzy3f01JThc3lwHukGcnlRZIk7lryHc0Fh2lzajh24DAPfBfKGKuQoLimjpq2No6XFFPpsODzhT6XgBSgqKyB+IyunLSDw+fCd2pVdW3RSRqcViwNVr7dvBVBqfip4PzEiRMpKChg+fLlLFmyBLfbfTq16GUymaxdcqAmk8l+szw+P3gdvP/RKib+/TNOFlfg+jlfgDvg80v07BrHextzWL61FIvFCkBtcyPd0xPY/MNR4tJiCESaMBhDQVxFeQ1Hi2podvlITu/Cu5+uo7bux0BNJLvPQCxNjbQUFuN0ePhoc6i4ryayB602N4qgQE1jK/5AkNq6plP9JB555BF8Ph/Hjh1j06ZNoXu2O6jOPchBl5avPQ4mXzINRUomAGkJkXyw5SAnKquJTovhxU+W0+DrPPX9r4XNJbKzqhC708or27ahVOl4983XAVAqRGq9Xg6UNbGzwcklF18GElx62R+Ij9SgVLuJyTby7ZESvO7Qilqbx8fByjoiDEp8gQBaUaD/wK4ALP3mG3JKGrAjoTRFsmrDVjye0Na21uZGrNo4ItwKWt1uGp0+3ly4CElroKnxJKbYTFSRCQRECenUasrr85ZjsbTitFvRWYJY7M14pdCXfo1OTVaPBFrbmrG5Wjm4bzNaTef1tYIBCSkIqr5p5J44hjN49mpyzXjyTXpkd8PW0kqETmDjyVKqq2vDHk+rNzFu8jj2ldWiMhk4Wd9GdGzUT+1b65rY9f1ediQHuejOv5CQGtpmKUlB/rlyB5PHDuBv736FICh+Kq6tEhWopmVQctW3rFxVw8sbchFMatLT43EFROxuDxojvLH2GBp1aCui6lSwqdbpwGCktLEBvT60MmbUaNlytJGCw0eo2H+Y6Xfdgb0ttD1TQOCbA/m04MFv1ODz+0AR+sq0Y8cOduzYwYwZMzAajXTv3v2nzLEymUx2JslZH2Uy2W/WBia22xZu1sf22DjZbpuJ7u22BfH+v/8u0tEWto7+9IW3pPJbyPrYvvafh0T7WwgF/vPApqPxJNr/Mh6g/XpZSoz/77/PoP2EIusY027bmU73P4Z17bbt4oKwxuzo83yRR//j8Tr6jWjB025bDO1vS3S083kaOsiz5iHQbttuZrbbJpPJfjfk9PwymUx2NqxlFI8lu3n/kzkYTBGUHT3GY499xhM5ZiqXCVhz1bgqm7hx1kwOFxey7GgND2wz0bdoLs/c8wzxaak0VZXzwPRRHKj18vwL0znKRWd0jlNuSCXOfQEXX3oBffr2YtasS3C7nHxUl8Lf+rfR0txEm82GRBClSs09c//M0D+v591hRcSkDaSttgqLtRVRpWXTwTw2ilO4NCIXn8vD6BGDiI2NYdSo4ew7soMvPg+vpti7T95MS2sb2w/mEfBDeZuDphYrS5v6Mb/HEVo9PswaJd1So5h+3mBcPgHNsxae6NfA7RdNY9na7+jTLY0duQVs3r+W/eY7USy9ltzFLzHzwjn4B/Sj1eOjZeCLXGTeeEafb0fym5dTtd/I1vVfYmuuYPI9j/O918n5570a9ouB6yN+QCuKGPV6iptaeeXKESxTq3jiI4m/ZhXTK0FDH7OC9YfryHUGWNEyjYnil2f0vjYwkaL3riJe7UXtsKA2mil3B7jk6rvoEn3uzl+tZSQ7Lghy0+yLkArziR05juakrrjcdgZNuaTdfk/sW8N39z9ObXkldrsXQaVg/jdbeWtUU4f1yx6Ycx8Xz5jCxuUfEGnWoNX7iO89ij9c+9jZuD2ZTPb7IKfnl8lksrNFodHTZgedzsO8N3fRJ6sLSE6koBdRUnLr5ZcRHWVkaloSKw+8DZh489GXuGR4TzIz0vG5MhDSTIyPdfD8WZpjSko6dit8tfp7+vSfQO6RbQB4nBbG9Uzj6UceobYyn/s/XMn0qRNpYj1FNT4qanZyMHc/rqZSbrz9UUQxtOLk83hRqlR8OP818k/ks337PjRqbdjzq29rwOf2cMvwLApb3Dh8PrblVQGg14pcN30wHmUUtQ0SgqhEEEPv5FxOJ1MumM0Fl1+Fu62Jgkef/Nc9m9WMvPlDbLYG1j//JBnjhqIbrQ97juF46fnnuHL4fdx93TVoVSLLvv4nnrGXndaYMREmhqWZGDt6NF0z4nnw1c+IGd8zdL07xhHIK6DboKFMyD7Gk8uPUFNbC8ln4m7+t+82rObBKSNJSkki4PdSabX/IocjAj4/jQV5RBijsJ44SnKvkQhj+nbYR6kUiBCcPHTjVBZ8tQ1Ro2LXhlUwamyH/WqLTiCMGES3eImUJD0uiw1LVf2ZvB2ZTCY7LfIZNZlMJvs3zoZaFjy/AoNGz6RhPbj2jhEIgEplQAh62VPeADotm3LK/hXM+Dw4vC4+WLGBVlsLC77Iwe93nJX5PfnIo9w8xMTmz5+GvEVIVRsY2iWUHCHeFMFTf/oT9z77EiVV1WQPGMjhY8cBuGz8ACZNPZ+cNZ8x/51/Ulxt4ccXf0qVBq1Kx/KlK3nq729w3Q1X06d3t7DnGPQF8Pk8vLs9n8K6eioa2xjSM3Q2LKl7H5burmLLySAfHShiyfoDuL2hrWuf/u0vrF+yhNayInblFnDBlMk/jdlYcIx73/w7Gl0E60tq8NksCMFzey5IpdFBdS4uuwW7w0WTTYP3x4QhYephgDqPjgNHctl9MJ/CyjoGnSov4Kgr45ENxThay7j1ixJ6GHVnK5cIXoeL+qZK1q5cyhNLNhAvSgR87W/zO1uilDrafGqOF+Tx6OKvcFVXoxQ73sIap1Nx2ehBrK72MWvsILRGMzFbvur0Wl0zTPh8Xt5dspdHX/wai1fA6An/XJ5MJpOdafKKmkwmk/0bNRJv/vMhJH+Q2beO59CRA0iASiUQERXH7GHZBGwBrpw2kj4R0bSwnetmX0hxwUHuuGI69rY2ukW72HT87ARqSanpGCP7c21DBYW5x7l6xgSWbdwJwH3XzMLtdfLOn+cQaY4n0u4jo3smpSwis3c2N901B1t9Cd1HjOGPj/7jpzGDfonrr7+QuNgovtu8gleff5XLb5wd9hy1ARGXJHHXhF4cKG9Eo9ESGRcPlNO3d3fuHtif+L4DKCoqYcXRI6gUof+Kesy6mISeWdSXlzE4NZbIqef/NGbBkjd44cqP0Cf15u9jr+Bo0y5ixah2ZnB2JEcb6dl/KMlDJiC5PMyd050/HT10WmN6vF5umTGaI8cOcunUMbzw6Xq660KBSZe4SJ4bEElsYi82zU1h7Zdrz8Rt/L8euO12Eq3laIIRXDY4m+PVjb/I2YPy1gbGq/qSEZ1G1ph4gikpuDxBtB3swPQEwWK1cWGMgcjoXkQZ9OjG/4HONsU21jejVHiZe8fdOEt3E6dV41cYzuj9yGQy2emQV9RkMpns3+gEE0FBQcW6Esr2FPDJR9+HGqQgSqWa3JxiDFFxVOed5IV1ywA46Ghg45FyPl61icXf7OOr3TlUN1jPyvxOnCgl51gZjXY3UelpNDY1U98WSmFvd3lps1vYtv8HPnn7fTw+30/Z6F754AuclgY0hkTamttIOJUpEkDCS/6JYtau2YzBZOadeZ9RUlwS9hytdicqQWRXWT3l9Rb8CLTaWgGwWRyUKYzs+f4oh04U8sOJEqx2z6l5CLgkCX+jhYKCQiITu/w05uARF9DgOkbRpm9YefxDBk64Apf99DJ8/qd0JiM7N2+gtfAQCx77CwpTDGr36QXkVqePkspyUlO74ZOCTNcosLeGEtDkHDjJPftbWPXyYhqrj5OSEsPZOlfedfQ03CoRrc/PsaoyFNrIX+QLgsPtIsdiZ9eRY6wqOMgHT81h4bxFHfaJVfv540PPYExMZdOGbbT4BZQREZ1ey+sL8N2e73FKEjqDgsLjJVRWVp2pW5HJZLLTJgdqMplM9m82Fi4nMjKRtAt7425pYM6DV4JSjSCqESSR1bl55JfW8+2JKgLeUBB055/nM2JALw6WNyFoVHg0cRiUZ2eTms1uo7GuFUPaMERNFJ9sOkCv5EgAHvnneu5+4U0CngCFtkbmzv0LLzz3GgAxZhOr3nkBr8dC3IAJbMlfxtYTqwDwedwUlFQwbeZkPl74KUqNhmdeeD3sOSqMSo5WtLD6YDnGaD0VLRbanKHtfCUFRzlakkeutYZKpZ/02Aje31L4U19Li5Wogb3QRMfAv9U1u2XdbjbuWk197W5Wlzi45+ln8fnP7da8ooJiSm0Cn7z5DI5IBWU5W6gOdF64uiP99HpycgpITevCn/70LJ4AuJ2hFPGRKWlYPF5ShqfwypfH0Yh+orRnZyPM5k3ryKltIpgQRXxKT1KKYn6RdF5PfLCNdMmOJdZE71HjefyFBVw8rFeHfRLSB1J8opztObm4o9W4W2uZOnJKp9eaGOjCHGskz733Hlu3HeP57ypoWHf0TN2KTCaTnTY566NMJpOdspZR7bYpaD+5xsPc327bmc76uJ5x7bZ1lI7ej/P//Xcl7W/1Cjel/zraT+IgomqnJbySBOey7MC5LAfRkTN9z2f6vsK1lpHtts1kb7ttE2k/O2lHWR/b69dRH5lMJuuEnJ5fJpPJOjN6UF8mTZnCXffexxefLeapp59j6IA+bN59MKzxatlM/fZ8ukeK2JrbCLgtGLP6sjdrYYdfZi+5bATRFi8Wqx2bIGJISKD/wPH87elnwr21sGRnpDG6dy9S42OYt3ETVeUVJKf3paGm+JzOQykq6NejBzGxCSgEgVarhbyifL50juCHu6PpkhCHFhgwaijX3PYE89esoLn//awc5+PqCRcQ2703nrYm1p/Ipf/z+VwWtbvda605buGvM4exdEovmlsLeWt/Dd+1CiyxDmRQ7WImDcomKakL3dPT6d0nm2vuf4qY2Piw7uvNN15DEEXq96zEpBJpCijoe/51RN70Chdz7P/ts4GJDG/5ivjYJD77ZBGLFn/Kpi2bCAR9BALtJyn5vHQtf5tyOxtWLkQUPOz+IZ9b732KIc6vGDr1PkwaBS6XgisunMzD767AHxnPE/vMMG8mucV5qGNi8FqdRJpU5BY3M2tBFR/fM4ERvVJIFSxMyook++ZXaWtpxuuoC+t5/FpYLfWMG3cRKlFBZkYKrtZ6vty0munqPbQNeYypU6cSHR1DdXUVGo2GlpYWFs7/6Jeetkwm++06o4GavPVRJpP9V3J7PVx2+ZVERccwbvwkuqenIQjh//0UghKbV25i9Te72LXjKPnH6ji2Z1On/UoKmzCaolGLAgnmGN7+5xyuvmdY2PMI18mqGvpn6DkvoTvv3nUTa3fuxNFmO+fz6N61G+N7d+OFOdfyp0vGo1OAVh3KFHHsaBFTJozm2oeeJj25G/6AH5ulGQC/04tO4UeJghijCrUv0OnnmZFsoMVuIaFrT/qMmMnG5iDeU9sl134yD7VChcrexsNXXcbQ1JgOi113RlSoUAoCs0eO5IYrrycuugtqTeclDpRKFbfOGsWQ6ACvzb2eN26eAZ28QFWqlIwePpi8glLqGuxMnDDip7NrUXoFoihw9YXnIQgeZg/vSYQ/dJZvyNUP0jVezx+njOX6GeNIFOyYFaGV1pq8I2xdvZqJveMQo+IYNXg4+N1hP49fi5ZmOxGRBlKTI0lLiiAy1kBhQREAiYmJpKamMn36DHr16kVNTQ2rvlr9C89YJpPJ/kUO1GQy2X+lL1auJi0jk707tnDnrTfT2NpKMHga54lEJWkJ8axce5SYoJ/lO8oZdWHnNbT6R2qxWFvZl1fOoUOHWf73k9T/YAx/HmESJJEVK/Zz56L3ePztxbz3+jvMGDLgnM9j+qDu3HL1TNpKCkhPjufhi8Zi1OkAGNwjjgMHSqg4uIUFX23m0Vsm0VoZKi9wVb9h3PfPL/F5HLy+7DtuSErp9FoGUeLbvfvZYI3h20OHuL53NxSnYrsNXy3nwcsu4s4/Xsn8VWspOFaA29oc9n1JkoRWDLLmRDObtu0gLsLAK48/0Gk/URQYftnNqIyRrF2xnpj4ZG6cOLTDPos+/Yohg/tx/6PPkpqaxGtvLf4paD1c2kLAI7B+Sx7zv9zBkaJqohWh5CQuvx+1Sse7r8/nzWdfptUZZHx2qGZbWWk5f79qFAVVThytbi4alY0upku7c/it0OqDmDVGjhzNZfOO/TQ1O3j//c0AqNVqysvKuPHGG2hqaiI7O5srrrz8F56xTCaT/YscqMlksv9KM6dOpam5gaw+/dAb9CQnxHe2UNGpIZeOZNqADJqdPi7ul0pzRefbwpIS04g1aTGrBBLi4rj1hbtpO0s11jrywhUXMbBbClcPHcrwrum89vQTTBo9+pzPo7aujqiIGExxiQRcfvoPH4XFFsqQ2b1PH2bPmkBTcT63XzgarcFMTPpAAA6ZI/li7lxaKkp5+tbr+NPu3Z3uL9Erg8Qnd+HSnjoGD57AXy6fhUoM9dKKAjOH9KFv7748fNv1XH7pNbS2NIZ9Xz6fD4ek5IaxPfE63Ch8Plwub6f9RFHk8osupPlkPldeNZtoswavs+NsltdcNZvvd/3AoP7ZPPDos1x71ayfXkKc3yuOi4b3ZNKgRAyeIKk6JRpdaGUvOUqk66CJZCalMmLoEJJjo+k1LfSyQaHX4fdK9M7sQnRCNNMyg6SYzGE/j1+L3fuLaLJX0j09A5ezie6pUQQUobOcwWCQzVu2MGv2LCorKykqKuKjBf/8hWcsk8lk/yIHajKZ7L/SdTfewEtPP0VjXT0upxtJkpCk8FfUgkg4i13syS9h45Zivvz+AF9/sLLTfr0mX4PV4SM+OZHW1lb+8dqbfL7krbDnEa7HVnxDmx0ONTbgEZU8M38rTt+539q2/mA+PqWEMSCiiTbT7LThcIXmsfSL73C626izm8grOM4X63aTs20+AAFRZPO2NRhjY6huLiZCp0fqJFQ7794mRt90guaAkn1bjqPrmkiMOpQ18fyrb6DF76SltoKqE4eob6slIjY57PuSJAmf10dpbS2xkdGs+uEkhsTOV/0ARKXIrrW72L9jLfUNDdQ1d7yy57B7aWxq5uDh4wT8fr7ZsO2nrY+i6EcVoUM0mBmqi2V3dQvl1aHxXnx9BX/9aAeRJi1ep5fSkmq2vLUEgLT4GNbmW2nILaaltQ1ldCJVjb/t82kAb7+1mIoqNzUNNv52+/0s+WYrmzYsBWDtmnUIgkhFeTkKhYLm5mamzZj6C89YJpPJ/kUO1GQy2X+lt99+lxtvv5Ovli3F5fYQDAZPqwbV7gXP892XKzEFggzLjqK+ppqMaFOn/WrcbSiyBtHY0IjFaafiZBENNlfY8wiXRhEkr7aO3XmFHKwopOjEITbt+v6cz2PVVyvYf/AAglGHz9qCPbYXL774CgD33DGLqop8umbpGH3V4xhVAhExoeBpXHw6urTe2BtbkTSJ/O2qWzrNNhWREEtsbDQ24Jonb6a61YM1GAru+g4ezvrSBvxGM4s3buNwvQ2lLvxix263h/c+/Ji3VuXy8pot9IpU4tfH/ay+kgQ9JvUnOjKR1z/6ggef6jjRzMJPlnKsoIQIk57C0ireX/jZT206jYKZz31NfW0N3mQFXnwMy4gB4JNPPqDkRBHVbQ0U1lbQVnmS5/bmh+YQhBcWLCQmOxWlz8b1z63iuit/+9kPVWoz0fGJ1DqtXPfkU2T2Hs+UKaHtjZndMnE6HGRkZOB0OikqOsmkSZN+4RnLZDLZv8hZH2Uy2a/bxg5WTaZ28CeivX4d9enAOsa023YBu8IaU/YvX9F+rSwFmnbb1ES123YuU8vLzq4znYK/s34ymUwWpjOa9fHsVM6UyWSyM+SOeV1ITb4Gb0CgvPYkhwqOU9dkp/HT2g77zfrHEKqbBJxeBz6/j5G9k3C5PHwV5s6mFOsD6J3n8fp9D3L5uAEYDa0kzL6bY7F/CG9A2f/x0SQVEwZ05aIRPdiQU4Z51F0o9BaM5/+dFTON+CyNlDU76ZkUR05FMy8UZbP8RhPFOfv5/JP5VNU1cdWtD9EzO4t7v22/ppzst6kw5VYW3jiGwUP6oMFLbmEFL997Bejb7/PN5w1c/Oe5vP7wNUTHJXO4oZJYcyyPXTf83E1cJpPJwiQHajKZ7FctKTaaz7dswm5tRKlUUd9o+VlL7QoJ1Fo1BpOJGKMWt8eDXh3+PDweCa/FyjuPP4CUmozYUkaB1Q2x4Y8p+9+um9KbqeMG43K4GZqVRkEgSNAbSshRVlXDC38YT3JCEqI2gr99uQWAZy/pwdzKAvSmaLoZYvn2iw8pa7DhY/4veSuysyArMwODQY1GpcDTJJA4YGyn5xQFUUQSRHQREUTExpAQdOH67VcdkMlkvxPyGTWZTPar1mS3c/HokQzI7EtWYhe0Oh16Qwev0E8RfC6en5bFDb0NDFBb6JoQS0ZaVtjzcHm8xC3aT9XRMvyVhXgdtaRulbc8nklOv5r5n26msd5GXkklfp8X4VRYfvvF01AQpL6uGpellve+WAuARvLx2ivPU5qXQ015PgS9BDW//WyFsv8r/1geLQ4fQZeTkkYnQs1hVFKgwz52u5Orx/VFY0qksqKaphNl2KxN52jGMplMdnrkQE0mk/26BZVEGLswatAQiiorEQQBc0REp92MBh1KtQGzVk9uTT1tNbW01VaEPQ2fz0vBhf2JVisRGiwo9IkUj2v/3JrsP1fd0EbPzGTWbj/O/nIbwaAPfyD0RTw9PYNIUyRWjx9tdALiqQCuMOkS9j5+C12ze2OpbcRZX0tWVo9f8jZkZ0lQVNAnJZntP5QxrH8KxSV1uDuO0/D5fBiT9TibK9EhkJ2aQF3+kXMzYZlMJjtNcqAmk8l+1RQKBZXV+fiCEtPPmwgCtNlbOu0Xaw5yuLCIAxVVxJiM9Bk5jOzBY8Oeh8/nx+pwsDvnBwKtDqqP/kBTffh1t2T/V6HFzNGKOlrcNlrqajh66CA+rw0Afd9x7C0tRotAiSaVH89rR0dH0ffCMdRXl5I1ZDDffr+TJPO5z6opO/tsTidHyisZ1K8nxdXFNLf6sNjsHfZxWS0oRQ9ufwCNScWOnHws8u+tTCb7jZADNZlM9qtmNvqIMToxqWsozN9ORqJEWkzn/dJ7pGPTNpCp9ZLfXEFF8W56xnVcn6ojLfYqdhxchYcmjtflYlSV849lK8IeT/Z/7Tu2jTxlIgdqq6lExYaNHzP/w+cAWP3pnxk151ECURI7NizCTT0SAUwn/sF3RW24VE725GxmSOR26pfe8wvfiexsUCZGcN2S7by5bR8H6x3/w959x0dV5Q/c/9ypKTNJJr1BCAQCofdeFaSI4uIqKiCKfW0oFtS19967YldEEKlReu8hEGoqpLdJpmX6zH3+mJV9fs+zSXZDQpHz/pPzOud+z03Ine/cc76HTVHpKFRNf4yxRIaiiI9lw9EcTnl8JPZMImP6pLMUsSAIwpkR5fkFQfhLkhqp2i7Xt+54ZzJma8tkbKNtrV2qvqXXWsXg//jvU9jd6tcSBFGeXxCEs0yU5xcEQWjOkIxxpHboRERWNjusFq7Xabhu3XIgtUXjffXIOq7sf5LjWzZR7bVRbvfw9I9ZVHmaPibgbHrtMgdej4WhnYdy64yrefiBW8mIkxiemdbq16p+sZ7azQ7i0vsweeJYsvdlU7hvO0nLmy6DOczyM0pJxdLX3+bYzt0UVRnJqzYxpZnbaHt+PvqIWIYMNrJ7k59yu4rYee9D89sVhYvYNsUktColZcePEdq+E5VHD3Pbw/fjyHz4XIcmCILQLLH0URCEv6S6sjy2rF3NVqeNbknRZEao8TobWjyew1hGfvZOThSXEhMZR9axWoLV59efUKVSIj8rjz37szCeyiNUBbsL3W1yrZNGB+tP1JN99BT1RiNbdh/jx/1VzfYLUkGQVsP+fQfRRkST3jkdm6LxA63/ZIgwsGbpPLShIRw9+TNhfjder7c1piL8hQUrJTokxmEye8DmQcLP+nVbznVYgiAI/xXxRk0QhL+khy8dRvrAblhqHHhsDqIvm4DL0/IiE5IURER8Epf1GILTWs2oDDOLdx2D8+hcZZ/PQXSknskjRxKii8BkteJuo0OjPD4ICjcwamhfEtJ6M2q4EdlsbrafLKnJ2ryDqX+byrqVGzhaWkFqYvObDhVaHy+//SSaIDU3zpnJvk1KPCrxCBOaZvPBI/MfIMwQTkHOVsJiO7Jv5XruRRScEQTh/Hd+fR0sCILQSpKvns2pvOMUGUs4UZZP2YEcrGZri8erN5mZ8+IidKEaLBUWauod+OXz60+oy+kFPxSZLMQaQnjjlitIiI9tm2v53DQYqziRn8/BretICtdwtLy82X6fLv6dyoJc9h0uIi0tgfYpyVS5m6mxDqiTfTjrTTjrjYT5ZNbvXouX5vsJwmsffUJtZTX6sHZUncqm9+TG9zwKgiCcT86vTxmCIAitpF1iAjanm6OFlfxxuIjU4CA0QU1UBGmGxeRiev8U/JKSmIT2vLBqD5eP6tOKEZ85d4OTIJWKyjoriiAlNkM7Ose26r7m04odMscVBtRaDUeP5fH58g2srWq6VDpAboGRQxYFoVoVJ2ocuBRaflz8TLP95j3xGGUVPvw+H8u+/YJnnh1FkEbdGlMR/uIcDh8KbDg9FhavWHmuwxEEQfiviaqPgiD8JSWku3GY6/H4FUiyD31kND6fj+r85vdD/SfaKDOR4RJmhw+F34NCpcLpdOHxJ5w3VR+/Kx2OhIwMKKQ/EzSZyCRtq1dHXOmchNsJjgYLOo0am9tDuCEKVYi1yWt9XzUESZJQKQPfEyoVEj4krjFsbbRPJmOx1SgIkv1IahUhoVqQJFwqOxOl9VwDXXQAACAASURBVK06L+GvZUTFj0hI6EK02Gx2oiIjMJosqBIMouqjIAhtoVW/HRWJmiAIwgXkgaeGMtEeTueUZGTZz88nZV5duIYf6ro1mSBt+/Fr7n32KSqr6pEkiauvnIFGr+KSd45wjeEAhjAtrgYHLp+E2+MjIimYT0+kUfT+dSTX5+H1KvlkaSZ5ZhefFGZwmWpVi+L/85kzrGM04/rEERaqZebTi8lJu5Ub2xUzZcKl3D3zTmLDFYy66nKs/mq+KRnEpmuUzL50ICaHglMNXh75bgOvbNRxfZwoDHGxe/H4dvK/zGT9T19Ta6xDpZDweNwMcC5jYUEX3nzzTbZt20Z5eTnHjx9Ho9EwRb+NfelfMrO3lTsffJDyKhdTH1nNR3e05/b7Hj3XUxIE4cLVqomaWPooCIJwAdF5rUSF69AnpxPVPp1R0R6k/+K5cNO8eUztmcKT00Zy69jeLFv5E64GOwCSBEEaPWGhoWhlHxqVj6TYcAB+/PILOiTH0Sk1mjunDiUq6Myrp1w7IoNHrpvEfXPvZNZ1c8j+8t5Ag8/PhEtuom9yMknhybz57L+XRN4y5za0ESlER7cjPb0furDw1n0aChesw3t2sWv1rwzpnoLp9w/J6JxKdExgb2a/fv3IysrCaDQSERFBeno6fr8fgMemxRPjt2Hbt53OWjfdO8Rhcgedy6kIgiD8HyJREwRBuIAkxxqoMDu5bN5r+HweXv1+Kx+N79BsvxumXoHL7QGdgTKXRFJ0NAqVBoDwmEgcLhdxEaFoNEocbj8mcx0ACoedRX9soa7OzIajJ4kMUv5XiWFjbr9iBE67m01HStm4PYv4tD5kbj8CgFqt4uXn7+D48RJuvu82du/POt3Pghqb24vN7OT4kaNwfq8GEc6iBrudHoOG0i8phvlvfMv695/g2gFdAPB4PMiyTG1tLWazmfvvv//0sQ61lVW4XXDKZOOLrz7n7YfGkVtQeS6nIgiC8H+I2saCIAgXkOoaEzUH6/jo9is5tGUT79w1hd/3HyesmZXi3Xv2oyzbSAQ+QmQnHSKD8DkDJcrjE5OI8HhRec2kJUXSVRWMFRMALz10B+FaL26Hm/SEcMrKrWe0sGN/TiFzJw7hkmFDiY2JA6eZUQO7Aw6sZgur3l9Bp9h4Pn3xReoqa/j8188BiHRbkILVKDUaPGYjPrcTWRaPMAGGXjqRvZlP0+e1L7i/eh2aMAML5k5lGuD3+4mJiWHOnDmMGzcOn+/flULtNjuDdJFkb9rG2JGDmPfWftJCmi+IIwiCcLaIN2qCIAgXENkP7RLC0Cv8lNu1lNeZiNA0vxyx+EQeeZVVFNjtyA4JtS4YvypQNdFSX0m11ciRU5V4kTGaLNjcgfPXIgZNoKK+jr3Hc8kvKuetn385o/iTo0KwOJw4vllFZWkRv/68mKOnqgNz83nYc2Qd2w6vY9+OreQUHOfPrcp9Zj+ExWPnpNFGlUZFTVkJfp8ozy8EXq7OefZ9kH38sWofjroy0Cj+1SaTk5NDUVER69evx/z/Ouvv5NFj9Bg3CtmjZPEvv3Ok1IvD2TYHxAuCILSESNQEQRAuIOlJevYdr6bKaGTLwQIKK+tZsze32X6pXTuypchCz/aduGTMYBR+iZW//wGAXnJR4o9GrVJTZ2yg1mamqt4FgEKlQgb0wVp2tsKyMJXs4dWfN1A0JI1DJ/N4ZeFvZOdVBK6lCeJYSRE7duzB4vJyx5svn+73z/tvp337LtRWVFCRPIM3HnuIiLCwM45HuPC999QjyLIfWZbRDR/NdQteJtQQA8DGjRvp2rUrNpuNkpISpk6denqP2uBL5vDTLz8yYmQPbpg9DQklRaXV53AmgiAI/5eo+igIgnAByaTxw3qbqvrYVL/G+HA22jaFnf/zeIE4xjTS0vh6SrmJg60nIao+XuxGsaZF/ZSN/M6Jsv2CIJwBUZ5fEAShpTIZy9prdOzwqMm1+ZDUoGpwUL7sJX43PMCtsYepqTcRrNUSFhZKVKSBR9bFMiN+27kOvVlKhZYnZ05iyriJqIMMfLLwKz5e+zur/aP5ekY7KsoquHFIRy6ZOIGtJSYmTLmc/TEzeHywC2dtOTpdEDX1ZnQx7QiLldi2Znej13rux7vI+u4QTg+oUHIw5zB9+vXjrlXeJhPGzgmJLHn+dSLjYjHV1fH4B2+z/+h+PrcOY+TeAVx/9zes2luNQang/e+eheAGwq7YzuO9UjGEGdAoFKgUChYvms/a4Nmsm1NPSmwUKQl6EmLCIDSGw1V+2j+8h1fT96NUqrlsQA9sPh9b9+Xg9vt5PK8/r/QqYNrQRNZuL8bkdOFygV+S2V/c+ofi/fLtN9w2bx56jcRtY3vy8sq9rFu1nPoRz3F71EHev/NK7n/3J3RKmU59BtK1Qzt2LpwNfe/G4QoUw6ioMZMx5V4aXu5Ou1+yUG8+jtPh5NDhbF5/dSGGKD2PX2pnWUN/aipOsmP7Cmbf+CzPPDWDJ578lrXKCa1+ll5rG0smG5nIE3+/nEkjhiK7PXx/9CTPLvyYa9jEgnUSYeFRFBQUkNGtOyuXfMbvdwwiZWUuun3FKJVKtm3eTId2KSR2aM/RT/7ODvVU4pI70mvYWJBlNCo1fo8H849XsYVJ53rKgiD89bRqoiZ2YguCcNEpqLPTJymGXScrkDw+UCm568FXufJLsDmdRITrmD5lIsNHDOGjzxYiSRdIIXjJi7G8lsWLl3H9jGu5avwIFm3ZDIDCZeftmyYQk5CM01xHu/Yp/Ln6XULitYfmolepyTp4iBe/X0F4XEaTl/Ihk5NbxG/ffA5FB9m1O4IXluwEujfZLyokhODgUIIMsRj8Su649hri1XdQxUKUkkQPvYNpd12OXmPiygkjqZTrOMx2zJZqQjUyD1waz6e7nexZOJ+ge2QG9u+Nu6yMSVNmk7NzBUXHcygrKKM9ESidXq4Y3p1ZfTIIC43in04X27YfBEAXqsCgC+GaIV34aP1BfDL48Z/xj+A/+fDue3n4ykFEh4eikvy8NfdKPN7AW8Jn776OSwe3J6vTHRTk5vFNno/osBAANh8sBECSJJRKKPvuRYa/9jN+lxdLXR1f/uNmKvP7UXFkJZHT7wLshIfGMHZSF7LyAgnnU8/8hMtjgzM/VeGssFnqiY8IQfJJeNw+oj3W020bN6xhSKIfR1kVn3z1MuGp7ZCkwXh9XqxWK+mx4axetJSI+EhefO6pQCdJIrlTD/ShOhxOOyqNinBDOOZGri8IgnA+EXvUBEG46BTYXQxIi+f7q3vx+c2jSYwJYXe9FoC0+PZ43F5++2M9b7z3Me1i41v5+7G2JNE1NZWiIiPzFizg8kdfw+YJLEzIy8sjp6CAzxd+xzfLNnCqsOh0rzdumIBCJVFjrGXrkTyUClWzJfhll5NeXbrw3KvvUulwcvxUPdX1lmYjvG7IJeScLCA3J5sqCTJ69UfXPh4Ah8dNcYWO3MIqFq2tQu2Xif5XGKO6a/hbTzexOhvd9EVY3VokCcxl+aR16sbD7y0ir9jDj2vz0LqNAHSICsbukNhWWcbnO7dTmV+IXhl47KXFR3Oq2MLuEiN+P/j9MrKvbX7QGhT4JQXHykys3V9Ig9XCI1OvBmBYx1jWrdzM79tyeGTJIVzqcHSBUxNYectEJg/pw3e3jSc6IgJZllEoVYTo9WhDgli3cT1lRjNGSwPqoMDvryzLlJY3kJ4cgbXByI6dv6JV69pkXm2hpqycb9ZtZ8Wq5dz41jt0Mfw79to9P7F4zV6qXAp2n6zj0J5sQtQSshyY96btO1n6w1e4nC627c0GAkluUc52XPnruTTRSIq/GKtVVHYUBOHCIBI1QRAuOgVOP5P7xjJtYh+iHEbSlSridYEFBlafDW2Qhvbxcdx/x62U19VcMIuwZVkm2RDOY3feyKW9BjN/dF+8cqCKncfvY3CfAUybfCnzHl1Ap25dT58nNf/HdYSH6ojQhxMTEkJsfEKzyalCrWH7rv288tAdKJ12xg/LQPmvc9ma8vX+3+ma3hl9qI4Yhwt7USX7zFUALP9kO13b6cg+UcfcKd1wSzJPv/IqAHoJRiZHsKvIzBN/H44hPB6fLCOhpPRkFa/ffDm9u3fm3Tvn0KnrAADidCFkRIcwMDaVW0ePI1ytRvtnotY+mi5RiaRq1Fw5qDcAvjb6OXu8HlR+P+lJsQzr2AF9RATVisDvW7uUVCZNGclVfxtH5xCZiT1iiAwOtO2treOnBTcyecJ4jnz0MAqFhCQpCAoN5akJlzLh0ol0SOxA77Rup6+1dNkrKCQ4UWpCHxrFsKFXkRwf0zYTawMP3zyLvu2T8btl3p81g0qn63Txj14ZSVw/dRRJwQoGxIej04WiDVLjdrvwer3cfsON9O03FL/bz9JPvgRApVTQrWsqGV3TmHX9LF7/4gUaTp3/y5gFQRBAJGqCIFyEnF4viY9lcuLb/WiCNGystPJ79nEAYmOjcDhcHMsv4s0PPkHmgsnTAJkqcx2qsBBSkqOpc5r4cx9yz25dOLh7DzKQu38DwSotCsW/SpgjU1lvobSyCrsMUnAECqnpx4PCXofsh8MHs9i5ci8PfLSM9Fh9sxH6a6v4fskyLPYGio6V4I+JYET3/gAcLm1HXqWRJEUkX2ZmofHADTffAsCJkwV8tyOHvIOHKCzI48UfN+NxeykrLmNPXj5Hs/OxmT089+n7nDxyDABDiAaHw024JgRfqIZwfQjKfy0BrCg0UVhZQmmFk5+3Z+OXJRRy2zwSR17Xj8vmv8PeE0VkF9RRXmvi2S8C58NJQ25AERyKx6Olf6dkFq7YwoqDJQC8tSabI0cPYf5qOa9/u5yeXTsCEmqVim1eFZUlhdSfKiO/uoyaqkCy22A14/b6OXRkHe++fQcOl5WUhJA2mVdbiDPo+Oe9t3PQ4WBPfgEqv4Kfv/sVAG1YGBsOl/FV5l52GxvIKTYiKRSAhM/nZ/nGP1jx+8+U1Vby8HtfABATo6e8rIS7517F4ewqTKXH+ecjd57DGQqCIPz3RKImCMJFZ5A3FMnn5Ui8iilfZYHXC6ZAhcOsrKN4vT5UahUjB/YjLS4BterC2c57+xeLWLvxd/aeyGXhjiMgBzKTV159ioi+wzmRm4deF8ET8+47ncSVFOYTaYjEikxhrY3sfTuRm0lPSw8f5psBesISUnHHhlBRaabc5mg2vgc++JbOV17Gez9/j0KnJC4lGSkmHABnWBUF5RZckWqqKk14/TKdIyIBOOSPYm/BSU45bRyusTM+vAEF8OiPu3lucSYl5hIGXTqJ+e99z0Nvfw/A8rpgfjMr0HRMQVKHUJXYn8qYVACCgzQ4CSGlYyQ+JALpqrclt7xZXSY8jKRRkpYcg1VlxeW0YbIE9l6p1BLSuHvILz7F6sNF6DRa8osCidoDl/fmttd/YnOygVdW7CI2XI/PZaVjegbp3TKoczv5eP9O1u3aR3VZAQC/fr8Mp1emb8/x3Hv/x4QGhRGkvnDOmytyaMmYcz9ah4sSn5IqXQqyHHi9u+moll69e9IutR0xEWFUW+zY7D40GjXr1u7j9uuuIySqPZKk4OpJfQMDyrBu8Wes3XGQTkOS+ObnTaTFXThvGAVBuLiJqo+CIFxUWlrevrWtZnijbZPZ3qIxW3tuLSnp31ItvferGNpoW0uPEGhtLbmP53uFxrNtLJkt6idK7QuCcJaJqo+CIAhnYnrIflI6dmTsyJFs2Lgdl8dCUWEBZ/t7q7nh+5H9kBSuweyV6NQuhTvuewlmtmy86ndu4rFX7uW2W2dy62VXcMu9t3P5zTeTeteGFsfofnEg23fu5s4bZhHduw/15WXs6/MO/UMeYla/m7j36nEczSvhSEk5hdVWns3rjv1Biee/3s3Mkal0jZV5TPkw0Z16M//BeSzoUUmfGC33XD0Fk8XGs4s389iNs+C+lsX3UGw2ZXaZ0Z2icMlQZmmgzt3AZ+UDWjzn1rb38U5EBmvoEJdE50FDqS44jDc4EuekL9j+z1H88MN31NcbGdi7O1t3H+Ct9z6Euec66vPQkEdIC5UZ3CWGA0VmNp2SSdj+T56IHMJIXyS3XzqIO+ZcTc7enRwtNbJv2dPnOmJBEIQzIpY+CoJw0QnVh/HgvHsYNXgEt9w8G9nvPjeB+CFKp2TiwC4YtFBReZLqqsoWD/fuF0+j0WvB48Pt9vHtex/y0vNvnlGI1roiZk66Gk1IKJroJFxVxwkP03No73ZUfg+K0DgG9+tBbkk1ZeV1ADywcA/TOsTRLSYUlUbHk7qfUasDjxuv18vtV4ynfaeudOuSwbT+HSiqqm15gAoFwQqZpDAd148dQMeEKPye8+vR5quvwaCRSDRE4DlZQGS7ZMqrA8tEvV4v108cyXfvv8GEUcPQ6YNZ8duScxzx+WnvkZNkpKdx+ZBxDO7bl5Lio4EGWWbbog+4JC2RtPT+9OzVj+pq07kNVhAEoRWcX08zQRCEsyAkVE9UbDwOXFSb6lEpNFzSP+2sx+GXFHRtH0NpdT1j+3ajfUIHLP6Wv9YLC42lptKEr9ckbDYL36xaj99/ZgdoWS0OHv/pJ4JCDLx2110c3nwQn9tFWree3HvtNEzV5WhCDNw2fQqrP3gfgG4GDUq9jpoaP4t31XJo6146xAX2oQUHB5NfWU9ucTnHa+vp060LX51BYqKVITU8CJsH8HrRh4agPM+OU3DaXRzdV8jXC1fzzderOXX4EAZ9YN+YzW5n855syisrCAoKYVCvHmzbsvUcR3x+Sk+IpENkGNt3rUNlr2P68F6BBknCVlNOgUVJRUE2SR160zXOcG6DFQRBaAUiURME4aLzzNPPobB7SEtIxNPgQFLC5LGjznocA2+4noyUeOJiIojQKhh18z9I6dmhxeNlHT1GsKSg9JMn2fLTj9zafyR++cwOcVZoVFyf3o1Dv6zkyn49SenWAUkBuvAIFAodKclJhIfq6N0pA21M4JGSHBGOFj8DUiIZog9GrQom/2Q5AB0S4ukWG0P7CD0pYTpqKmoxma1NhdAkJ9Dg9tIpLpziQiMunxtV0Pn1aCs/nE+4QsOgbp0xl5WQX2/lQE3gQGq7zUbnHj3YtzeLDu3aoQsJ5jzfO37OxIfKJGtlxg0ZRLDsIEh28udWdpXCjfNkLsaCE3hcdgzhF06lS0EQhMacX08zQRCEs+DRRx/EZmnAbrMjWzxISgnMzVcsbG0mYw3Z5VaMlXY04eEcOnyUvLwTLR4vLjoGo82HLSKIsYl9KFZacTjPbFnnrHufxuKsI0QRSeKIoaiCHMiSClmWiUlPobK0hGPbjhDRPhqXPbDc7PfCasKDVWw/UsaYXvEMfG87f9YdrK4ox+n3cDzrGMd3Z2GXfYSoWv4ocvp8eHwyGw+eorTCwt68EjTqM5pyq7PFJ1FYXUHmnl24lBqUHfqiC40CwOVyoQ+PITQ0hIqKMnZkHUSr1Z7jiM9P5Q4fhWawtmtPsd9AYW3D6bYNa7dx7T1zSBs2kYaGWsL0QecwUkEQhNYhiokIgnDRkbQGbKEavCdK8Kll7GY7URFnf6lUfGgIReoIpCg9wTF9qS8pweVxtXi8wuJTKFQqNu84yD+RWfdhDg7Fmb2dUai03PLyZxAmIft9fLSxhC62E6CH2uJcRvx9LuVFxTic9fj/9SbowWtG48grJN6gJl8Zxz+/2UJ4fKAsvgKZNXsPEKRU45F9rNl5jLHD+7Y4vjoHRGtk8s0WLh3RheisWqpM5jOac2tbvX4PLqeTmeN6oY1OZMGDD/DgLTcH2lavRKPRoFAouMrtZO61f+Oj78Qetf8kPmkwq3ZlYdCF4DFVENPzMipkGRmZnmEhREZEUn5iF9VlRrQa8fFGEIQLnyjPLwjCRUVqIh+T689eHG1xTMAaRjfaNonNLRqzMS2Nv7FjCRRoGu3jx9Nom4LGX5+d7yXuR7Km0batTGrRmK39exXKd422NTRRnrSpcvqiZL4gCH9hrbpLWix9FAThotMrJolHxozj7gEDualPT4Z1TOPvo/qc9TjKp0XwRMZxLs2ezcBN4/hwRBGz4w+3eLxrgw+y5IYOqFY9inrVAt4Y4uPRrjWtGPG/9fo2kcnKLeSn7yLh3SE8kXGMS260N9vvH6nl1H9/F/FZ76Hb8hILettOnxs3N2wftffG03n53Qze+Dh/TLOS+9s9AMxLO8WeGT488yP457AKFgw6RX2lh5x7Q7G+lsbOyytQzwtm9yW55D9w4exPquz9PEPmb+fR1w7j6fgPChJv4YHfdC0e76UB5Vyr2830kB0Efz6CubHZ3J5w5IxiTEl5jJtGf8i7s1bx5V3rGdDvBfSWpg8Hz4meSV3Q5cTEX8XX7//IVf2vp6ajOHNAEAThfyESNUEQLjpKfHROaUfHlPZU1ntxuD10H9ayNxhn4p51mUwflUHFqTzqzA4evGYQNqutxePFxURiiIrBZrUxcOggtMEhaFVts2FL8su0k6DCKlN4/Ai7f9qKrGg+QdJqtaSkpBAZGUl4eDhPPvnk6bZO4SGowyLQ6qL57KdFbMiuJsySBcDwLkn0Tk/Hqwjn8bGD0euUIENIcBC6kFB6pKSCUk18XDtW/Lq7TebcFnr1GYy3OpeMSCXLHpyO3yuTteKDFo/3/MtPcv/Ufmz95hmS03uw+vOX6N0u4oxi9DmcHCqpwBARw8HyWnQKBc0teOlsUNA5SsKsDcLpkbjnqXlcF2U8ozgEQRAuNiJREwThouN0eaioqkMhqWlnCMJhd+NwOc96HGqNhozkCNRaeO6dHwgLCeayHpEtHs9YbyYtrSOGyAjWZW5g1pybkaS2+TPvd7qYrZaxKH1MmH4zh/at5L85Mfzll19GoVBgNpuRZZnIyH/P1+Hx8dOanXz9xtP0T25HXZ2FIF00AOEaiS825eOwmQmPiUehVKJQSqgkCNUGsTs7hyCvRJcwPXeM6t0mc24Lbz9zL7Mvm0GZFcp9OjSyzJKdx1s8nsPlZlNuFTv/2IWp+CRh4eE89sCtZxRj/5gEeqd1xOJ3kJwQxc39hjb7ox4ebCI5IY5onYaE9p04VVPLuqLGl7AKgiAI/38iURME4aJTavFhMIQSqlGjVCqoqLfQ4Dz7HyJL1r3D5swc6svqeWLORE4dL6XB0fIqjbIsU1hYROf0dNwuBxqNEpW6bYoquD1WVEqJBruSEycq6NHjUiSvr9l+48ePJzo6murqarze/7t87qjRzKCUOLJzCug6YDAfvnYHVlNg42CtsZ7JGTH8lH0Sf1090ZFhKBUKIiMiUKklLu/fB8mvxCFBZd2Fc9jx0MFD8NZn0TG9H33CnfSMj+LaYQNbPJ7ZbGXeggeR3Fbue/5jnPZa1q9ee0Yx2pV+on1qjuXn0zM0EZvX1WxSnlvnw+n2YlB6UHscpETpcClEgQ9BEIT/hUjUBEG46KR16kphjRGT243RYicpIhKV9ez/OSw9coBvj5SwZfcRNh84yvojlewpafmZYhndunDkYDb79uzH55cxGCKQz+AA7aaoJQ+1btC6vcSESbjtleBo/oiD0NBQKioqCAsLw+v1kp6efrotSKlib0EhYwf2BoXMqfJTVPkCB2WHhOnJzi+kfWgIxVVlBIeG4PX6USpUKBRq3t6eQ0iwkqMni3ln3aE2mXNbUEoK7nn/Z2wnN5BbW8GWk6V8ufTXFo9nb7Ay9/ZH+XxHLtHBGt748EfiEqLPKEab3kCBvQZTXQNbS3P4NLcEr7/p8/mOGGW+yqkiTB9Og8+G7uqXKa4Xb9QEQRD+FyJREwThojN79hM0SF35av1Jdp1UMXTUdVRWn/3Dtya99B26hGBe3JrDk8uzWJpfTGpGYovHq7CeJOdUFgueu5fi6kM8/vwDqCLO7By1xjjVDWgStNRGa1lXtovHPnuRDa7m99c9+PitKEIaWLHuB4wNRTz76kM4qQagY9cIFGFu9lrzySvfjlH24PQEDsp+/PuVOMKV2MPd/O2ZdxkyKAWlSsJxaj9Fe/5gzpgkVpTswq53MevJ6W0y57bQa0Q/BvTPYEt5GQfrvCjiwpDiW7789aUP3seQoKYWK3vNFUyd2ptFu3edUYy7akqpD5IojVRSqfFjCw/C09wXAEmxhLaLxdApjDUH9xKXGsWUMTFnFIcgCMLFRpTnFwThgvXMXd9xqsLI0t93EazVYHN7UCugXvUDnfW3o1YpCA/RsC+vkuRwLZNG9+XDdfNIi36Qm2+/k6LCPLL27qesopJe42fz+8JBrR7j3Ae6U15pJzhITUJ4KPqEGHKyjnDPT13Q5UwkQrITpNdxbEMmisQ0eoyZTop2QqPjBUd+yJuvXsPTz32Cx2NGr4+lV79UVmZOZ2T/90hOSqauvg6j0Rh4WyXD98uuPKtHD1x+SzoqpQqn20OQRo1WqyW5fQrj55v46v4a7rqiK8XHyujQPQFtcCTv/5LFda+Fc3xJP1YsXYQuNIhQjYonX3gdWdXAqdCPSa6+kzdeeZnECB1ehZJZt95ORdR39FTOZ96tN3HTtDFs33MIr9tFx45JJN3qpuqrBLplpKNUK3DXGnHUGmmQQD2jlG/uK+fOq6cQHBGB7JXJ/GMdlSYTH7yUc9bu03BWUzznbSQUeHz+wHJC2YcuJITkz+5G/cIq+vTtS3l5ORs3bkQhSfT7dgG/SZectRjHksmw/S6Cg4KpzS2iU68MPEoVa5MtuH8zE5+7g54pCjxeN4rIZOqKT7LvriuZXxPN6sVvMmLEBEpLCkkfMIWqvCx+GtGRfitKiI2JoaS0lMzMTHr37k37du14a9odZ21egiAIbUSU5xcEQQAYWXw3Y6qeIVaxnDGRq7g0fiMRcmDZWLzuD9pHrOPrW628PHov/cN+ZfFvDwOwZNE1XDHBQf/OeQztdIRe7bPZs+HqNolxV0ECsZzWRwAAIABJREFU5Oi4sdcMJnWaTv46JwdWNACQ9dVxgktTUGZ56KrqzZ63thDh6NfkeDddE05ah3zeurWQ924qpnvkIt5/qT8A3y+cRmnRWwzoVUSQYgW2uoWczHutTebVlK2LjWxdWsejfWbx9l0/oansSvZmJQCvT7uW1LwYrut1I8M9owkvDmLemGkAvHzrQgZbwrmhw2WMklI5tF4i3D0AgNnjnmZGUFceue4Dbuk1nSn956OQNcQzhnnDb2Nw8rU8ctOntDO342RmICuV9nop+2wjWY8uJba6C5oDoZz8PFBFsiZbIszcmXj1RAwN3ZmSfh3LPys86/fKvGw3uh0FxO8tR781H9OyvfjWnwAg7riJySEdSc634Vt/BPPyPWjPwWM79cgxNoydgerFDzkx6Qb6O5So/BLKYx6US3/lcqk9s+JH0HHzekJX7ACge1EDSVv2Mcps4NqQaKIWfceksB4AXB3dg2MfL+OujHHsefUbhjgjWP7g2f89FQRBON+JRE0QhAuWyhBOkCxzfbqBjHYJ9IyPQnIH9s4oFAquGt4VKbI9X28rI8mgpv5fxSsM4TGsX7GcA9u2ERQZi+zzEWZo3yYxaiNCqKivR/JARaWN2Ph4fF4XANPn3oPdaKTw0FF+/nkTqw+WotYENzOihtqiY/yxagMa3HRIjqe4NHBWmsFgQK/XYzKZuOqqqxg7tvHDj9tSkC6Uo6uWYK4pQ+2tY0bHYO667z4AQiLbUeVwYqs1cyy3kCB9GFp/YO9SeLAWVUg4DouJL9YeY/UnzyNJgYUVaVFB6Dt3wmk8hVZnQOn38+cXl6ljrmXDLz/j97qICg9Gpwr0qT6Rg9SgpWe/QdQdP0qDtYEoQxgAar2Bh55+C2vBIT7/4H1MRivDemWc5TsFskKiZ59ehEXH0rtrNwz6CGIS4gCYNGkSt99+O1arFb/fT2pq6jlZZmL5YhVff/8V8/75D0bPnsk7U685XUzkVLUFk7ESye2ia/o41Fo9AM7aw4wYczl2azk+r4pTpYfZ/senACxYsIA+ffqQl5eHyWRi2LBhpKWlnYOZCYIgnN9EoiYIwgUr4q5FHBs8k/GjxtIuPJaieitXpAf29/j9Muv25qOorWRKDx0RShgQ/ec5XwriohOZ/+LrFGTtx6/Ukjp8apvE6FYq4YrRWGwWZI+VEenpBAVrAm1HFqEP8tNx8CXccMNYJnQ2cHzXb02OFywp2Lf8GyaPGoJPE8+wDgaW/hY4i+z+++9nzpw5jB07lvT0dLp06YLP13wlxtb25PVjeOfB+4iMiUAVEozTaKa/ITBnR005/dNS0QVJdOvcDsXJMhyWwD40rdfJwUN5eE1lvHjbNJJSOiBJgWTs/punktJtGMh+JG0wd03ofXp9iddq4tIbb8OYf4QuGb2osQTmnGvoTbBOg0YL2mANsUkJBCkCxUn8DW4eufVq9IkZ3PXAo6R07cmYwT3P7o0Cxg7uh0oh0z0tmdyTZehDdTQ0BBL5sLAwHn30Ua688kqmTJnCyJEjz3p8AAVFZSR16YTVr6Br5w5UmOuRkVApFUye+gTJyV2oqCxHFxpKnzGTAVAERdGp7xhknwJzaQUZfS9hzN8fAODgwYMMGzYMu92OVqvF5XKxffv2czI3QRCE85lI1ARBuGAd2L2ZH9esRK3TUFVVxfD4WJTKwNsZSYI6hwdFWBQnalwEa7RM6pYAwJEjxzBEx7Phq09RAbVoUSkS2iRGSanBVW1kza6DBIdFcbQwF4838DZCqYtk14rluC0WcnPL8fh82MuLmxzPHxLFZf94FKXUgLsoD1OdlZ5drgHAarWyadMmVCoVarUat9tNcHBzb+han2yqJ/qa2Zw6foKKohI8nfujxA6AwlaD1epEbrDjaLBhN5v4s4zL3Acex+2T+T27mhP5BTj9KryewL2y1DvAVo6xshpXbSFB0Z2RpcCRBJqwCJy1FTQYq7FXVdK1XeCtmRQSRmFxJQ1WUIWEUZWfx2+FFgB8ePBaHOxbvYQGSzV1BcfYcCD/rN8rqyxjrjFiqTPTsUsHdFEGUASWiU6dOpXg4GDmz5/P2rVr+frrr/9/RxqcDYerzbjqqojWRrHm56VUNriRkfADu4pjqbPUER4eSYPTzgtvvAvA3l2r0OjDUKl0mOorsXhc6KM6AdC5c2eqqqro2bMnFRUVbNiw4ZzMSxAE4XwnEjVBEC5Y3bN/5JWZc7GGRFFv8iJjp7whUOVQpZFAqSQkKpzYcDVZ5Q0UVgX2hn321seERIRijzTg14RwInsbplWvtEmMktdJihrUCgUf/raSapuJvr1SAfD7/AQntcd+ch9HCsqZ8dIPdJ/yjybHS+3UkZMFVRjlMHQJeqJHzWLi5ZcBMH36dHJzc9m/fz82mw2Hw8HMmTPbZF5NUWvhxOLPcPn8+OzV6DVWlLrA20yfx43f40ZpCAW3i69X7yXUGyjrP+OWW/BHdqK+xsTRklq8ai1KVeAx1Wv63ZjMNVRmbSXz1/VcdXfg7YwkSUS2T8VSFthf9tr3f/Dmr/sBUDidFFVVU1lVjrGilAZrOfeNMgOwN7uAyY+8hya7mhO79lFQlsdv63ee1fsEUF1eQ5BOR2V1Hdk5xymvqKC0+FQgfoWCFStW4HIF3rAtWbIEU/1ZrArzL/X42HqsgIboZDqOG4PJ5ccvy0hI+CUorSlHrfJRZ7PSu9dVAPgjB+By+7A7zRgSOvDEc+/w59nrVquV2bNn4/P5MJvNvPjii//nmAZBEAQhQFR9FAThgiUZWne8tqiMmMn/vk9sIhsbbWvpnM9m1ceWzLktyPznZZ8Sykb7NHXvW9twVjfapmnie9SNTGyLcP6jsWQ22uZv4hGtaEHhs7M5L0EQhDbSqlUfRaImCMJf0tAOEkdNQXg8Mh6fD/CjUoFT7UMyKwkOCsLlchKiknB4/fhkCb+/9fdzKRQSQcEKXA4/fhkUkoLOcTpOOM1gkli7di233XYbdrudrVu3otFoSElJaXS8Ne+OYNcKJTEdEknt24UJs25AHZpMpmIKE9mIzWIh7+tn0YWHUG1UMHze06xiKFM4+2+LzoZfcvYRu/NbcgrKySmoQBMRT6de3Um/dzMT2fQ/j5fJWJ7qb8LjtqGX4EBhMcHBoXy1+GNyQxUo1+3g8y9/IyxUotzkwuP20rF8YZNJhloVgkalplP7WPTIHCguR1aFkWj7gMrQ2cTFxRETE0NUVBQ7duxApVLRvfZbvMOfp76+ntDQUHw+Hz169MC28EaWKs9eef4zkbPuF+oP7mXAbQ8Qoo+jwevnctUf3PHh13z7fRH333I3Xoedx15fQJghHGn/hxjbX8WwrpGM6Nuf1MRkMrPL2XxsD1t2lZ/r6QCBxHX6QytICIa+o8fRUFOBMySaFy4NpXzcP/E0WLHYG3A6/Pj9Xt5YMIFP75vDJpGECsLFolUTNVVrDiYIgnC+kP0wvU9nukTHYWpwUeZykXnoEE5fYF9TmELi7vEZdE1N4vbvNlFn97RJHCq1xB1TRjJ/5BCiElMZuOB5tLIbnIF2s9nM559/TlBQEC+88AKvvdZ0mfLamgoGxLVHGaoiITaIQ9sysZjNMCPQvvWVu+nesyOayBTqStZxcOcuGNomUzsvLJp/J57KSkb268zELsl0SOvCoz+sIf3ekOY7NyIsWMmKLxeg7TYeLDV07TUav8/Hnt07uDRYz6uPLSCv8ChfrVhJeaWl2fE0wcFM7tuRzz5+lcKNm3nz599YtiewVFOlUrF582ZMJhPbt29n//79OJ2BX476+nq2bNmCLMv4fD6WL19OZqt+BGg7+9cvx7xrKw6TzNHPPiZ9wmj0PcYAcLLIx1fvfkZkcidMJcV0SOxIUVkeEQSKSXpsMsFBSYSlDmGsMoct7rN/GH1TyguOkTa4Hz6XE0NyR9YvW4Jq0jUoJKhvcJD5zG3Etu/Akf07uPmdFSTdN+dchywIwgVKJGqCIPwlyX6JGr+KrB1bCNMp0ag1XNN3AB/uA5Bw+X1sz6/lzR0nualXMmsOlLZJHNd20jMmTsuMtz5j4W0zyS+qZkj3eKgNtJeXl3P8+HGKi4u5++67USobX5YH0HPWLeR9ZKa6YC3OhHjs5gq6XjYSFxsAcDttfPnJEkYO7Y82MhJrUcFfOlHbnnWCRY/egkqlRsZNYXExO3cf4376t3jM959/jG2ZG4jZuJt9pQ1c1i+DsWPH8WLmUrwJHTl25CCy2onWCbLf3+x4fq2WZ+ZM5KX7H+VwhRGlRj69XESv17N161aKiop48803iYyMxOMJfGkQFRXFV199xRVXXMGyZcuYO3cumWS3eF5n05Y1v2LJy2XnoVJ6d0rini5hpxM1dUgEVdUWVFSyeun33H3tDH4/dpA9QJd4PXlWDb9u30XZsjU8cssstL68czqX/68DeaVU27xM9fiJSEyltrYWn9eLpFSx4Krh/LxhK3rtThJiovnp8Tk8eK4DFgThgiUSNUEQ/pLSx3yGVPI9ky+/gbLKEpQqL8cc3QKNCokQlZphae1oF1zB3lN1PPv3YW0SR7u4aIqLK9i48AtKDuzkqlGdqDEFCp6kpqbSt29flEolBoOBEydO0L179ybHy6uL5MSJfUyf/wG1aNA6rPz81JOM2xTY09R3yEB69hmApFGjizBwMHMxXN8mUzsvfLd9G+6ln5LRozOFJdUMTE0lOGjlGY3ZsfdAOvfuit9STQ9kvv/9MDLgdvsI0obQtVcGe7K2c8/cmeTn72FdM+MpnU6CQ2T+cdu1HNibxe78ctblVAHg8Xjo2bMngwYNIjc3l8rKSoxGIwBvvPEGarWakJAQrrvuutNFRS4EiYogOiV2IdIdxg1PPEHlsT2n27pmxKD0OXE3OJgw7u/YTWaO/bYEgNp6J0MHdUJttXLHvbfyw+p1DO2UdK6m8R/F6EK5ZcYVJHXJQKUOYk/mahwOBz6/hAYP9904i6y9WwnSaqmxXTg/M0EQzj+i6qMgCH9JlQ2J5Gmn88fh3RyvKKHAauPoiVUAqNtPxaGO4vsdeXx3vII8k5NbluxrkzhWnqinzCPx0Rsv8cvmLYCSP//0Go1GDhw4wJEjR6iqCnxw/+WXX5ocb8Xnb7HswE42LFvCqV9X88VDMykrLjzdfnT/AcrKjJirLTTU1XDpW8vaZF7nizqnk0NDJpGz8yCn/simuryUe7797IzGXPT2M8iWCnYsXYmxMIerb7obgCmXXYLd4UAZqsB2oILSiuM43c0vmfUZYvkgMx+Xw8Lqg8WcKi9DUgXenCoUCpYsWcKdd97J6tWrCQn595LNbt26odVqqampweFwUFZW1rqbH9pQWWkxR2vLWJqdxefvvsGyX1ecbgsOy2DOo/cia1R4VWqUsRE4LIFXzFaXnx9XHaFTz0upMjawal8RX6zIOVfT+I9ccankHdjPp++8h62kgLW5J/FLKgoL61mx9xSffrWE75bvZ/+hUmY91/T/Z0EQhKaIRE0QhL8mrYGq/F8Z2DWDkHAlFmUHPMo0AC77dSnXbS+ixu9lSPsYHF4fcaq2ORj6qDWI19fmMnz8FJyJKVidPlz+wGIGi8VC3759SU1N5dixY6jVaubMmdPkeGaPA8kD3/70E+/8/DHlnhiyTebT7XUmO157HSqNzImDB9tkTueTjz/4glfueIQ6Sw09J/fhiyXreXnO3Wc0Zt94ifqiXIaOH8Jzry6kX/ckZEmmoNbJ/twyLN5i0ib0paSyEqvL2ux419/+N0YveJ+CU2Zqa6soqLTy9tp3ALjxxht54403uOmmm+jZsydGo/H00keABQsWYLPZOHbsGJMnT6byXwn9+c7p91FWVsWE/n0I02q557vFp9t+/OQhUpN0FJ3MJTI2gTVrf6XLuMCxFKHdhhMXrkJvc7Pp4BHq6+sIjulwjmbxn+kMMewrquDqUVM5djSbtMGXICOjD4tjV6GPV9Zk8cJLD/Pttv14fU0vZRYEQWiKqPooCMJfUkvK2LdFCfvWjqOp0ve+PyuU/Ad/1aqPmYxptK2lVR8b8wqPNNrWVNXHxkrcF9PQaJ9kGi+GsplJjbadL5oq698S50vp/qbm1dQHFlH1URAuGqLqoyAIQnMaS3YkA3z92I1YKqvI2pWNUhNEl4wUGrwysKVF1/r4mTuxV56gtsJElF7LHzlVnKxzkWstw1pazeVjx+G125g2vAv78msZM3cgd1z/SaPjrWYEzw/yUlFtxOW08+KVfXn+j+M8vT0a0+pnGN3dh6/qBPkHT1BSVU7fvr0Z+/BzTSZ4E0aNYuGLD6E2JKNX+1n9xzpuevoLLLW5LZrz+aKlyVi3te2ZPWcxcTER3DvjSn7YmsVbrw3nlYxHuGORGaVSiSzLXHLJJej1eurVPsLffJjaTxcTERqEz+PH3OAhY/gwDn0zp8nrrfWOp3/fASgdDnQJHcjNPUxQUAgnT53de69QSCgluH94MsMH9GTjjv18c8RMH+syrrh/EZf37Ea4Xk94cioHS08y6Jo7GM0a7nnlMxosWior7QztE0a+0cGKJ+aya85b9D+cx23jh5NbUkDRKROFZhPOowuJvmcrp/YswWes5r7rb+HL9csZcPPr7J+rouf8TApzcgjyw7UDu/Hmxt3c+MJTLBqnYmfQNPpGRdJFo+S4y8dhkwlFggEKys7afRrNGrSdZ/LozPEM6Z3OD6v38uzSHfy2awsb0xpPuF587S02ZS6ioqSO6CANvUaPIa59ZzIf6oLL4cbpdHDjlLG47D6W79mHpFAyWpVJfeR84qO1jB6TQo8+iWSuLOSK+29l6oTpZ23OgiCcn0SiJgjCRSc0LIqU9KEkRhlwuf00oMR46mSLx5t83VX8+PyzzJ2cijokjEqjjTJzYPma7HVzbf8UDCovGSntuP6ycXxT3PzbreLSErxeP2veeAR8Lkbl1SIh8VHBUEZ1WEmkJoyR067HVXKCBa+/DzzX5Hj7Ducim+qQnT7MskSsbCc6JqHFc77Q7dlznDfmzSQ5JY2a6nK6JMaA3wvA0aNHue2226iurqaoqIi0tDQI0+DxeLlmeD9uGT8Ej+yjtLKG2Z+uQcmcJq/l9/l4ZdpgRlxzEx6fnw3ffEDn2eeiFqCCXikReN1OXLJEWnQ4dlcNABntElFHxqNWKcDtJF4fiizLIEFJbQN3XzYGp9nDngNZZB04gSRJyB4nWslLdGQ8hrAYaszrCPbqcQIH13xJYoiCKydfTWJyEleMm8aRsjygG1V5x3HX1vH+Q3diM9eD7Q/MxmogEVmWSRg8hKtvuokdO3Zw6O23z8kejaP1Pvq1iwSFxPVjujClX2e+XruGvmm9Gu1Tb66juriKmb0Go/L6yTl+gPDYxECjQuKxW//O/KsvQxedwD1XjueDlYHD1Wddn05alzgGjx+Mx9JAfaUDjS8HEImaIFzsxB41QRAuOvEJnfl/2Dvv+KqqrH8/5/aa3kMghFBC7016RwWsY2/YRsc6juOo2EbHhjq2sSsqir2DgHQINZSEFBLSe703ub2f8/vj8pt53887JHoFFD3PnzmfvfdaO+ece9bea39X1ZpPsNa2801uDQnxZvgZxa4TM4dw+fkjeOn7Nj79Nh8JPUpF+PXqcTQRUmrJa+hiW2ENQUnD2W2mHvu02WwYdFoCni6e+/QHrjt/HgqFwN1Dlfh9Ll79dge2ykKeef1TBqcl9NifXqtl4559PP3kI9z/6P0cOlrNX0aaI/b5dGfcmIHUN7dyYM9uHvpgI0MyE5HEsBpnfn4+q1at4uOPP+a66677dxslEmcM7seL6w5Tb/Wxam0plw/s3+NYwUCA7FGjsdsduC3ttKni6dOn70nz7XiY9EriYkwUWnysXLOdwz6BYDg2JTMmii/37qdkz1buWfkpyUYTghDO4LE3WLn9mVU0NrSQ1+bB5fHgdTlQKiCjVyq3v/s1XZZmvj7cQZ84LQAKBEypfbG6bLz//feM6dOLO3oZAWhvqOcf15/P+vUb2Fd4CJ0kEgj+J3GwtraWvLw8Dhw4gMnU87NyMvj4lvmEVAa+WPUNj767kTang4TY7p+z2rJ8kmPiafb4qO20Ewxq+fjNl/99XSEq2Xi4hv37dhAQ/+PvxLF92bGlmhXLP+fl5WtobHNyeNPak+abjIzM6YMcqMnIyPzusLZWkJQUz8BpC7hizijWrFpDKBR5oCYICjotXm45MwOHV2JOThwmjQaA6NgBqH1O+iUnMG1gJlpjDDFXXN1jn5Ik8eIV89GIQR64dBH15WWEjtXscrfXcduF8zDHJHPvzRfR6OjZ9raONibmDOLMWQs4c+aZJETH8GbhyakddzqQlKgmITaGKL2Z+8+ZSmNNE2IoPL8dHR3MmjWLpKQkJk+ejE6nA0FAkhS4vG7uuWwB/VIzWHbjfIbnZPQ4liiF0IkhNISoLdrPvIG9TrZ7/5XG1jbSzUZ0Kj1/nD6Cs7KyGNk7HAgl9BvGH0aPIr3/IK7vbcIn/EcEI9qQwCPnz2HfwRIuHtKXsjo3Ykhkwfhs4gxenrlkIV2OLl5bejEpYjQAA8aeTcfBA2hEgUvmLCBzyFBesoQD4ZBKS9+kDM6ZPZ8hfQYxacxQgsHw3MfHxzN9+nSmTp3KvHnz/pcK5qkk1qRDrxU4Z/6Z3H/lQnpPX8yk4d0H5UeLClAIPnqbE/ApJQbFpcD/qLOn8AVYOCoLnyPAxJE5//67OTqGhfOHkt23H1ddOoFhOVkU7XGfNN9kZGROH+RATUZG5nfH4YOHkBKiOPT2JxTtOsCgkZm43MGI+3vrs408sBGOHrShCah5b089RzvCaoBbt3yLRZTo6vCCOQl7QxlBlbbHPtUaNX9e8SVVlVaamopp77LCMfEnrUJizbYf8JU24nDZQdXzq/zwh8+yq7iM6spW8vKKOFheRVF5RcQ+n+4EgyHShngIabV88elGfF4nUih8DwwbNozc3Fzmzp1Lbm7uv4uQe4N+vtpdQmVVCYfX53HoaAUf1ti6GwaA+m9WgCpE3ruVRFecQ1VHB/vfevqk+vffUEoKZv3hInZXW1hX66Gg3cbmA+F74Mw/3UWTtYF9m/bhM8Wyfd1nTOoXD4BfGcAlBOmXnEGtq4v0RDMhUcLj7MTht+G0t5Me3Rur6MIZHV40KNz6IS2BIF/vO8C6Ld9T31DPRf0SAbC6RMoaatmz+wBHm5sQJ81APBbQWCwWXC4Xy5cvZ/v27XR2ngSFnx/B0RYLflHJd29/x5HKCr7do2BPcXS3bYJ+P25HkKqOGkxeEU/AjedY7TtJFHA43Ti6bPRLSWDp46/8u93qb7fz3Xe7sH7YTHujG6dYwbQz+51U/2RkZE4P5EBNRkbmd4co+bn+/pX0np5DdFIsD7yzG5sr8hXsqtIy5i6aTXyOmfTeMdR2uOnbL1y4euCo2azaXoZZ7UUdpcOjM7B2yw899hkSRVqcPtLStRzIK6G9y4UgCIRCIdwdTWjdHWwq2gxIDNf1vKNWXl5KVFQcHxUW8Nbe/Zxz15MUf/BqxD6f7rz7+loW3bQab1sTZ4wchK3VSf9ZHwDwyCOPsGbNGlasWMHKlSvxeDwAuL0+Dnd6efezTbTr2vh8/V5sbmePY7U0t5E8agYH3VupTfmEWZdei/8XKF6dfySf+x55nliNQKClAqXdwoYvPwXAJyrQKEKY+6egT01kYL++DJ52DgA2azvFzZ2kZsSzv7IRvVGJAKT3TqelvosOwU9nwEpzZzvVTVYAtEYduvgYFPFZ1Dm6KKyr59Ud4cWLzH5DeGjVJva2VvOvr9ay8vGXcTr+8/z98MMPLF68GKfT+e/0y1NNtFbL3spm5l47h49yq3jl6aU89+wl3bYxJ2Thj06hxesjpNVxoKEeY3RY9vXCMxdx84NPsDavlC1VrfxPwe2iKgf5+y2M+ntfKtpq+erVQ5gN4nFGkZGR+T0hy/PLyMictkQifd8dp1Kev7uxIvWruz4jkUvvThK9Oxn77ljAlojanc4cb+5PtZz7ib4HTrQEf6ibGVF2o3gdabvj+TajG78i/b8cb67Ebmw/HcowyMjI/B9keX4ZGRkZgP7xmdhtdt5/bBklRxuwdbbzz8+/waa0880DL7CzeAeDB49DVClpa7DRqvLyz9eW89BFC5kz60z2bVtHm9VGXUMr9W1WwHLCbTy87SAfPvtnZp25BMknUVh8kCVX/RU4vnocwABTCiajgdvOn0NNWxd3PfYwA6ZlY5buBvcqDIKffmkJDMtMZGulk62VRd3293nnWLJ79WLu0AyS++VwuPQo+aW1jHZ/RfG4daSmxbPr1t5Ymqqx+UK8XVwEzx//o3S4+ABjks7j9SvOICs9hZd/KODF1bls1ixElVbF4q42djx2O+lZQ1i95hse+nY7b7cOiWAGT39WNAziq+V/Ycl196DR6fH7A7T7fdwzqova/pcTpTcguLvQKlQkZg3CF9TBxpMQqI27hNK4RDbltxEMifj9fnbPnsitX/0N16S7KDpcCSGRi8YNoMonUtVshfqW4/Z3a6MS1YefMKB/P1KSsympOYIr4OLxq2ZSNPhvTE7y0EcTYOqcyTTWNWGOM/PB32+i343vYXJVcfNtf8Vu62L1dx/x1nfVZFW/TMb0v5Fb2cHLZw+nrauTL6wmln/4OrckllMXs5iHr56HpbyQIUP78Pr3hXRtfh3VvzZy5Nn3WTRlHEsvOAdLfT1PrvwUsfJtcpVnYdSruGD6OPYWlVFU1wHADKl7sY6W+OeYMzaRdQWHyRk6ippaK2KfQRH/XwpiLuCdy89HJUXRJaqwO1p4fOM6+rWsYtDih5k6fgJqjZ5h/Xux8WARH/5QAHvlQE1G5veOHKjJyMictkgKJYGAiCkqmRmzcqg8mof0WXiFWjFoDNn2ZjSiD4Wk5ozJU4jkE3KAAAAgAElEQVTun8w/XwNXpw1EGDR0AlF19RQeqadP6smRqs9f/Sojhw0l1hyFKU5PWt9zUKj1Pba794JxzL/wcsxxsax4/W2CXgdIEoKgIITEsEQT03MSGD17Nnlv9ryzYTYZWDBhGC8/+SDKxCyW//kaiiqOKVOi40/ZNbgc0UgqHe3N5eiU3S8KKhQKXrr2LCaPyUFpimGRX+D6pddwyQfgi08gRSmR3nsQqrgMesUmIgYjF2s53QkFg5x17kXYqkowpPTHlBCPWgrPr9clcvsFUzlz6HAOlhZz36rVJOmVPfQYGRMGDGSyzcrd/7gZh9dOR1DPxtVfAzBt9plMSTlAqhTgokvm8Oa3ufhU3auCthTuYIDRQGJMAtqYBCS/D0dNFTCThJRkgr4yZs+eSllFI0kJcWz4IRf+fhMGZz2iJNFQXoGgUJG7JZ+zJwygBGixuLhyTD8mXnUzDavf5NMjR/jkg7fhzmlcNkzJxbNiEa+7F6n6eVraE/jcaCIhLYH0ARlcPW82CaZ4NBkwdUR/tgFJsXrio4xoVSp6J0bjcDmptRy/MPz/J13QUX5wHxvf+TNJg0YzZeYNODp1Ec/9ketT2e4Cn9tOKKDCGfChU4Q/wfRaHaOGjcIcHw9iEMmXx4r3VkQ8loyMzG8H+YyajIzMaYvBYEJv0LH3aAUH9nyLWhlk0uABAISCXnQagY62Vjra2sJB3THJ/NFjxtDWbiO+3xAUUYmgVxDsbD8pNlrrizDHJuAJ6NCaY6kvK0ch9Hz+xOcP8tLL7+Do6OCi8y/AZXMgiiEUAlx7ziTqJAOJCVEE/U706p7X3ATg7fffQJ/Wl3dXrmJbfg1OV/iDVaFS8U1eMSG/j29zd5CansDwjLQe+wwYTHxxxMXOjd+jdnVyzYCw0mVxXQXB9la+35hLfd5qEmJ1PLV4Ro/9/VbxBINs+vw93v/X4zRVH6K5/ijBQLjO3qJJw6muqODr7RuxWOwsHDkUr+/knE/ae7QWi8vP/vxinFHZDEiPYcnQ8C7npZddi8qvYsXW/cy+80V6n3MxwwYP6rY/hydAQmw09fr+OK2NrC+wYlCHVRrjkxORBC31VonRQ0bSaQmQndUbgPbGDqorOtm5bS+b120lPTGN5oY2ACpb2jjc0EbJN+/yXIGXS3KSeeutVQC41GZufKESZUsxCmEAM3vXIYaC7C8uZ3hWJmVF+6kq2seG3GIqm8LPs0YBl16whA67i10ltXTYAz9qrqpCFrS9emMyJtHiTmTbupdJiolccGj4Wy2INic/7DtEe5cNvV+i3R5+/ixddppbGqkuK8Zrd3PpVTfR3nb8nUwZGZnfD3KgJiMjc9oSHZeIUqFgyuAc1A4Vzq4gB6pqAWgq3Y1TiiUmOhqT3oSjy8Idd/wdgHdX/0C/zGQCjRWEvDZ6T1lKI4knxUZTr2ys9fWUbfkcnUbLxDOmIQb9PbYLiipmjxvGQ39/ibryIuxtDYSCIVRKJR31rSzMNFLX1EXvgYPRqHvegREkaKquxtdWxU03XMkzt1+IUhXe1fEpTbTop7BlbxHnTp/OoYNHOVpZ32OfcUY9F49KZUepnUFZ2Rh04R2H+EXncK9Sid9ppexwNbEpffB4XT3291vFYbOz6A/XceP1t9FS04xRUNNhD6fZ1re1MWvkCPSCij7pvYhShHAGI9+56Y7mgItqjYYvdhbgrz7EzqISKp3hVEC1OYZhKXoevuwiDq9/n+Jd+cQnJHfbX0Kf/tTVWUj2NKLWxnDzWZPR9wmXHkhMSiR73HTcza0MzenL/AlDCHnDgU6/TA26kB2zGqbNnos2NpEho4cBoNJoeXTOMHonxHL3cB01Ni+aY/epXzTx6htXEbSvxR8XIDogoNJocLq8qEISZmMMGp+fuX3NbK065pdC4vuN2xjQOwMlkGBUo1L0fIRkYFQC/7z8CjZ+u5aYurXYyg/jsdZFNO8AKWnxvFd9gNEZ6fhcPtq6WhCU4d3/K2ZMxWgwUl5QTFBS0FhWRGlpWcRjycjI/HaQAzUZGZnTloCljl6Zgyg8tJVeAzOoqirg8sHTAYgyGHhn9de43TaiEtNJG7WQtNRsAOYuuYE2pwNrl51Wi4WWmsN0NlWeFBvTMoeTX1RBRs4kBJVAp99O6ZYvemw3Ye5cigoOMCBFT1dXK9amWhSChFIh8PbWo2wq76Ci1U7B3j2o9D0XBc7J7MuY+ZcS6ApR+M0bvPnx9xxToydRL1AdSKfB4mDtnt04QiG8vp7Tw1LOWMzqTWu5ed4Cvt66hxJTeH67vvgIp+gj1qQkOj2No4f3ok+d2GN/v1Umj53ArnWfYm1vJ2fGXHbkH+KsGeHzRwdabfxw4AAWpwu/082mggIkheak2DF3+hiO+tX84ZwZ1Aa9NG7YxtvbDgNQWd9CEFA7WxF79YdQgIzk7otyh9w2bJY6ujo7cFtDtLRWc/hQuL+UlBTSRk5k75ZDPHTrP/ErBQ4VNwKQnByDLjEFpeSiuiSP7AyJ4YOP3TsuF9trW/BXqql1CqwuriXRHL6/H/7n+yg23AmiE6W9Gmu7QMDeQcy0P5D5h6sJosCq1rLT4uaseYvD/XmCFFc30GmxEa1WYnUHCf6IDctSRyNXPPEaKeoYgrHp7DrczCVXXRnJtANw/5TBXJSRSnl9KXsL96G0u3l0+hkA/HNnBV1J/REVsbjrrFRbLBw4uD/isWRkZH47yGfUZGRkTlvuuPg8BmbOo91TgBjwcsbsM4na0MnzhyElJZO2tnYUfWezdl8u14/zYXeEZRHXrF1P5eAcvvniC0DAYNAz9IzZJ8VGrSrEpEtuxdlexYEDe8gZPZFxM+f22G7rhjWIGjUNxdX48TBoiIAoiiiVKiRRItagprbTyzNvf09eo7fHZbcWSyeiIGHun0XOwKF8cPPzGAzhgOCrFy9HAQwMDueuZffj8bg5Y+qIbvuTJImVX6xhy5d7+NBcQEFjJxe5JFJuVrJM0CIKAk/lTOaVV16CkJs9zd/xzXPjfuy0/ea46ImPGJuZzOKrPTz48H9qqJkk2F7UTJ+UaDyigUEzL2TbxpOjjPlxjcjOsi4mjbcxsHcfLinq5P6JfVkDXHP+Ym4cnMF1I2L54rZ7GHf1TRR9+W23/ZnSsgmwjfqao+w8up6+I8eQHBNOfUyKjyMhPp6/vLKMYQOz+Pjdj4iNNeEGnA4XVy79A289/Sp2Zz4X33A22ZnhQM2o09E1YDqVlj20tLkxazXUuTyYgKjC52moEhCa/fQarSF1VjKGmFgS63fxknosI7NmsUTZRNKICWS7vTwGRMfH09FuwRPyImoU+N1Bfoyg9J+uv4jnX3uZG1Z8wV2uFvSxJt569wfuvuOOiOberIvFZneQrjMQipJw+T2YfOGd9WCvP7C10saORgc1xZ+jfOopBmYuiWgcGRmZ3xayPL+MjMxPJhL5+Eil77sb60RL3J8Mef7j0Z20eXeS6Ke6z+OxjhnHvbaArd20+++y/t3J9q9l+nGvLWTbca/9WjjRsvinkmkcXx2xO1n87pIL1acwmedElxc40c+ml+OL7Og4fkrzr+X+kJGR+T/I8vwyMjK/LHfdsowd6zfy11vvorOhkqKiw5TaOlm/cy0XnjkAb7GVl56+j6OF5Vz39IdMvzkNKI1orGcf2MvS+fuwtzlR4mb1G18SM3gAFz/3VbfthmcMp76ujmEZSeh1Gg5WNNB/0GB2le4i96N32PHV50ycMhWTSU/egX1cedt9wNCIbIyUit434LdZee6aRZx9+VVcuuwZulwh2BHZR1j6WU+w8t2VEPQgBTyEPF5uu+teSlffc4ItB/fOOcTl+tCa4hh52eWs/Godc89eQFnihd22i9v8N7LjE9EpBTy+II+u+IhKi5cFH3U/nmVZCrlbinn4gbvYtv0HtuwsZMnaXmA4gU6dJA4nX8+QRA2v3HcLqampbMrdw90rvier6kVM469mWlYmdmUf/EGBjzeuod3lA2/P5xhPFTMufI5z5kzBoFHgdDkYe8vTXMAWGu77kIQjLt6//1JCCFx49wsolSq8G2+lOvFiPrv/GvoPykEbl0pnVTFXPrGSUMGzdI2/jTX33EZqfH+koJ/Ptn7BpU+sZFpoDa+e9xaKO/qz64tNpJapcWWq2bi3iSOHXmTCvZs4Q+9i1tRJSH4fz+2rYedt42h72UnTc7fw/atPILgtWH0Cz+3PxvNmVLd+9TaezfcqNRvvmo86PpqJf1nJFJMBT/vnnP/Ae0yeNoXYhCEgBWmvOcITK1fAV5E9m+ub93L72Cf5x9frMaam8fFFM/CYBvDe+rtoz3mBr167H6NGi7XoMJc/9A43P3gjX/0xlUHXf8PMWAlPMEBQFFErNTyZuwf2yoGajMzvAfmMmoyMzE8mJCoQEPG1N1NRUcne0lJi4+IBuPCq+Sy7eiblRxtIiTIyODMKvzNyaXbHke18+9Y6mkqrCdoCKM3x/OPlH3psV19XizIYIM4cRbTBxKi+qZQUhc/PfPDamyTExSMQoLOtgzFjRqNQnPp1K7fLxbQB6UyZPQ1RpeSPl56HRqmOuL/aNhtX3XYvL/3rDQJNBbzx3mdsrzw5svhOmw2l2sTTK1ZQ+vmHLJo8hP0H8ntspw3ZUBkMBLw+3A4bbncHkqZnn+OijShCASrzD7H4shu5cOk1SAHfiXDlpKM2pTKybyrpvbLQ6cz069+fzMx0AM4amU6tw8H+/ZvZsusHzDo1wq/sp3lARjJurw+ny0WL1YkYCiAh4Q34efaqkSiiUtFGx/PiHecybso8AHrHx6AUAygVaoJ2G698vJnp02cB8K8LLsLr89LhsBNS6hiSnU1snBEA62VZWAu66FXQyQtNzTiPdhIQwvewUqGiudWKy+2jU9TSW7QhAIIyxDVzxmNvKCfk9eKrKyHvm7t69GvErTfywKzefLCvHkmVwLJJ2Rw4Jniiw83qVR/j99jY9OVqig8VMap3/4jnMOizMCxTzcqX/knI4+TCDzbgcIcFZfxBkej0LALtjWgUQW7sE0vv1PD7tGHrRrYfyKe1qY3U5GS8fg8Wuy1iO2RkZE4vfl2/BjIyMqcFKTFmcgYP5cOPP8La0c7MsWMxR4dzDVsa6hFFgcM/fMvKDz5h/HkTaK2zRzyWLaTAZmkiOi6RskNVjBqdSdDzIyS2RZE4k5FGSyeVTa0kREX/+9Lc8y8kr6iWiopK0EaREBPPzm8/idjGSFm05CLaXD7OvesxaouKGZ4ootJEHjBWN7fz7guPcvPSK/D4zdx0xVIK1710Ai3+D3tzc3HZ7SweNASVYGDZzX9k/5aNPbZTSQGcNidWmxu/N4goGVH/iCT3AwXlxMaayBk7Bnx2/OXFhE6Oiv0JR61QEJ/Wm46GZlqrKjEbDbRWh9VJY2Ki6N8rgzNnj+fiM+fT4vCC6uTUUYuUeKOBoN+LpcOJyWgiQFhRUaPRsSt/L51Vh5C8LhAdbN0STvEzxiZQXF7Dqm820lhXw19vvYqr5k8AIGfQQNKV/YnxBahtLOOFz76gq9MNQHVLO19sLyX12iu5bnI6XZUOag3hQN5sjkZ0u4lOy6Jxdy721mYQIBDwMSTVgDcALU3NrNmWj6jtXrESoP6NFYwcmM0l8yZSVHSU/U0djDh2T7mCGq647QFi4lMZO20qY2efR/aUKRHP4XdL36B3rIalyx5EodZwxsiJeC1hCf41j9yI4Omkq8XKka+2M3XBWPr0yQBg9PAcLpu3hP7pfTlaVksQDaIonwqRkfm9IAdqMjIyPxljrwFc+/BLzJkzj06bneqmNlIm3QxAWXkBKlMCiSlJzJg3h1XfbqSjPfL6Q1mj55EypD8+azvfrttFa0MHZnPPOzCCINBstxNnNtAnIZ6jDY2Ix155kydPZ/bYfnhsNqKN4PV6OWPxJRHbGCkGk5H6tnaqWy1IWg3vbihCpYpcmt3ulgAHimgzURlj8VTuQyGdnPpwF0wcAwEnOqOKNVu3cM0Vl5Cbm9tjO53WjCk2FpPZQNF3ufRP9P2oHPz4QeNIMhup2LALhSaGXZXVSMHI76tTidvehsEUy/7mdjr1STgcTprqw3XDVnxZjKWmioKDBRwoOILeGINBd3JUHyNFcrlIiY7BqFMTa9SSHDuApsZmtMY4Ro2chgo1RdWd+G1WGquKAdiwaz/jBg7iD2cvhICS1sLdxJrCqYhbDu/CnRjEFYpBFDXUdoZQKMPP5hsvbeGCGeOora2hsKqDwkQfgj+8MCOodCTEmtmzYQPZkycydfRwBEGBSiWgUmnRq/y0uxXMGzCQ+IEX9+iXTpCwen24gwJZMSYcQZEbbgi/B6Ze+xhKr0BLZRWC30nvqdMZOmZ8xHO4+4jAk1u6qN+3CaVaw1TJy/7GcMmKuj59sZeXkdCnNzmzx1O0Lg+TUQ/A5tp6CutKqWysJdqoprm2GVN0TMR2yMjInF7IgZqMjMxPZvjkWRSWNTPovFsxJ/fiaEMTGk34I+yacz7g4PateFU6gmKQj97YSpQ2LuKxAoe3Egr4qCgt59rrLuWz9QeZNqLn1XKFQkFQEvD5fPjFEMWNHf++FhcfT+H+Ixj1WnRaJZbGFmzNlohtjJTX//Uc9iDcPHM8SjFITauVTmvkhW7johO5/Lq/IQU9hJz70aZmEywpOoEW/we73UVI9LO5sJDnP/uOKx99ib69knpsV1RRTnnxAZwBL55eJr5afZB92zb12K68yYk/cxRV+gQOVtYxbsYCVL+ynafjoTfGcKTOQWa/fujMer7ZWcT/P28+qLdIm8OC260iJz2bzi4LhH5dOybG+Cg6nDZCziArNuTRabeg1yjRCn4aWp24A16SxCC2gED2gPA5T0FQoM8aReG+tYRa2jBnDcE4Mqx2ajIGafF3oIvX400U2LS3GPHY9mhUTDTtlnbaLQ3Ex+koauxikBgOXPV6HdvKjhKv11Ld3sryjSUIQlgN9f1vd+NzuskwaWkPeBB+hBbZwDtuoc3h5/U3viS3pJI0q5f2T78B4MhnD3Lv/bdismuo3r4XR0U+oZ9RCzA5OsRBn4RGayAU8PKGO0CMNrzgdN91y/AEglS9/jbtW/dQ5XbiPpY10C+rNwaTjsajzXgJ8fLGLYRckWcoyMjInF7Iqo8yMjI/mdjsEFJIxGhQoUDA43IhiSJWh5leaRL2jhYkIDohFUmSEASB+uLIxorv40EpeECS8Lp9CCoVWq2adltstyqNythwzSaVQoEEhMTwh6BIOjqx4X/JMqkEkCRw2HpFZmQEzGQdoZYugsEgUToNOp0Wm8dPKBRie0rPuwH/jfmWT3H5Q6QlxuDrCqBRGhAMPtq1yhOv+uieg+QHBAEBAavLhVarwRgvdav6uKppGnq9FkEQCAaDhEQJELgoafNx26xlOs7/sTGoVqlQKgRUUUEWCscf69fClOZPEFCg0Row6yS6XBIBvwNNehxiUwcSoFYIiAj4QxICkJt+2S9tNhBWfYyyeZCQUCoV2F0e1CoV/lgTBkGNDiU+t41AIIg3IBIbn4BF4SOZ8M6w19F57ByZCoVChVUnkOqDkCQiAjaLDd+x7xBtrwSCTRZUgoBCAFEClQJEpQoxIQqpzY5SqUEQfZhjE3HauwhG6xBdIkqvF8QAIGAyGVAolNgM3d/3izo/xe0PIkqAJGGUwh8d7rR4jA43wUAAQRIIBkNExccRkiS+Vkf2HM1v/hBREAgERRAEdGoVvkAQb3oMgcYuTCYjkteHKEkYzEYEpRKfToHQZkcpgE6jwef3Y4iKRZR8fKs7OyI7ZGRkTjonVPVRDtRkZGR+MrEZt+KwdiBKIkqlgmAgRFRsHHbva6dU4r477r1vF9VFm4kS1VhDQczRqUQZ9Lz41SUs6Xcns2ZOx9Zlw+p08t32Q3T4JGyht0kw3ExaYhIKtQqfP0BiUiI78i5F7Ip8V/CnIsTC4owbGDpyLFUVR5GUWkRRZH39o9jqjp8ouPTtB7CUVmMPBfGFAgT8Pp5eehUPjTOxnYUn1MZp7/2FpMpmYo0GnIYEcksaSMzsR/Q9E7v9ON5Q+BIej4e1a9disVjIyspi0aLFOPqt5NkrK9Go1QzIzsDt9TN08CCU+iBZi+tpKrkGsbmaXds3M37saKIS0jAMX0/en5Xo+6Sh7JvJcEUJxmg1rbpsQjNeIMFfwNGyMtasWUNLayvLli2jpLiUsdNeYIT4EA5/iEcffBalWk8wpGL54zeRpjjx9fQufPQyfG4fcWnZOEUV23duB6Dt0+0nfKzuGHHdLPQ6DTavn4AkoFNIqNVqYl65k9KL3wTBh8IwCwENoms9KkUydaveimisG95/kvz8/disVkQE+idE41OpEJ9celpLy89kHbXXPIuERFRUOAUxLiYK9d/OJf+q5f+1zZBP7+Ov3nQeu+9hlmT3Zld9K+5QAJ+koHb5hcTfv4lZGWmovEGGz5zMx4fy6WhuQXPvfMTbV1Lm9QEqBETmRSkgVsV7931wCr2WkZH5Ccjy/DIyMr8s5qhN9IoJMTIxmvzKaoLBEC0eP/DaL23avzmwfgkBv57+WUmo3dDR0okyOha4hP6m77ntpvNwd6goPdzERxu+RAhJwNtMGVHCveenkRQdzebvv+eFA00IivNOuf0Zui+YOTKGNGUBR0oP09HpRq1+kO5e28KmQsSqegZFBdBptTQ2dJA5thXGmU64fYGSRtIOHEGvN3PRhVezdsdeotuje2z3+iPbaG1t5dJLL2X9ofXsOdzFgpFZ0A8Or/dy3aIcLpl8Bam9snj+nU/RxYTPobXVZrI4JotJU0fjFQQ++3Yzo/uH6NyQgnvCcM4SPJg9/YjpG0sfg4LdwERvDDs+3Y66oApFYyOZNV4GeZXUASniDPJfWc6ySZdhs1q54okvSPzH8eu1/RyaX/6OIVMn8sjC+dQeOcyXn+9Bkn6EIM4JRpdfQ1V1E1kpiSwa05uCigb21XcR8wpYvtxAlLkPj93aB2tXC4+s3IGgiPwsVFqplZWvfM28Qb1wBUIkxyWQ19BA4pNLT6BHvwydX+2id3oSo3qn09xpp7S5nZw/L6bj852AgIBIeJ/4P6vNk30JXJ86hHMVRi5NVFPW2EiuK8gKIO6bEgb38zBr8jzSm9JpaC/g2w2lcO98ZnSW8t6AOGLnjcDbXM6Am0q5c2wERSJlZGROS+QzajIyMj8Zl7UNhcfJ3rKjiF4PvlCI1PjuaxadamqaJdqcQUpaO/ErfdS2efjLsqcAWHT+IgIOF7bWZqz+IDP69CbHFP4oHWAQWLt6B4b0IcQl9eLuC2eg/RlKjJHi8Unc88ybjB8/gRJfIj5JQ08ZEOcunMz0hVOpqO+isdOGT4R248kRplAJSmpcQfI63UhdDWiiovH6e5ZhrKqqYujQoajVaqZOncro0aN5//33ARBDAVqsXurrazlaVozJZMAcFb6vTFotXlsLb730BKLNSt+EaAwKAckQzfbigyx7Yx0rV23hmcc/w9XpBWDSpEnY7Xb279/P9ddfzyeffEK1P/y/9CkklKZ4BGMCXrWJCyf35cxFfz4pcxUfp8AfUPLZe69RUlWCXqflBC+6/ijqKuvomxhLdqKJkjobAR9oj5kRHX0h7971LIO1ZUQ1r+XWM6cSCkZ+XlKrVnPJlNE0uBRMHTWOKROmYm3vOkGe/LLcdOO1jM7uh1qhQKlS4ff5kID5Syax8LypPP3IY7z52NNsWb2J555+DAC9WUJqbeTpr7/h8x272VhayZi0BADqrTZagn6O1tbw0psvUHugGJ8/XHpiXZ6fP33ajtDi460na7lyUBRNtl+X2IyMjMzJQ95Rk5GR+ckMGjuFeQY3dTY3LZYOXG4vnfoo6Oi57amiK6BgfJKOkUkxnDn7PM554gWuu+oyoIXEaBMqnZmkrIFs25pLlcNKn8FZsA+sVg9/vvdGOo/kMnrkAIobKgkFT04tsu545pnlRGUPw9NQyXevjkEpSaSe76G7Cs9nX34+zc++Q3qiGaM6hDE+ia6TJLgRVCgYnplCv+xB+JprGDN5Eo1tzh7bZWdnM3PmTAKBAFlZWQwePJjPPvsMgAkDU5g3fRQ7Nm9h6U23crR4DXPOD+9yeQQ9tU1NXH7JUjSGaEYOGojDeACHKHLLxDRMselMGZVNUAOSPhzcBQIBBg4cyIcffkhmZiadnZ20tbUhAd4ADOqfjhgIEGPUc/bkkex4e/1JmavGTj9iYw3XP/UlH7z6PJLk45fI7PeEYNqgNDxuNzExUQjJUWytaCQNGNB7EHpzLCH3ZGZOVJN7cCtaZeQ7amqlihHpvXDbOrjozHnUltcxtn9vHCfOnV8Ma5eF5IQEbNYO4o0Gkkw6QsEA0ToNapWG8RNmktUrHQSJ6tKDAHTaLUxITeCC/ufjdTsxq7xsrGgCYEyynhijibLSg9x2x71c9+aTuFFhBG7JNDD73L74Dpdy5/IFOBtrueCflb+g9zIyMqcSeUdNRkbmJ+OwdfLYFxuIT4ijwdJFm8uB3+/9pc36X6gFBa5QiGaHi+LifNQqsHWFd3xCWj2dtZW0NzagrXSQlJ5OfHJ4dbutq5NQMIQpOQt7yElrTRM67alfwT78wyYOfPkFu3btwWW3ce4f70ESuw8Y/3T/Zrram/GhQlToCCpEAhrjSbFPCgY52OqAgEhLUAEKgcCPVCusKf8ev99PV1cXHo+Hfv36ARBAy/49eaQmJqGQvNTVN9HccmxXJ+THn5qDX1Dh6GzA2tqMKImozPEkqHWITidiwI2t6AilxeEP2W3bttHW1kZZWRkVFRWoVCoUivDPnlkloAgocDmcNFWUU3vkKAp/5Kp+3SEqlRQWHuXgV5/RSyeRbNCflHF6tCMk0WJ1oJIAEeoaOzEeu7fd7ZsQHc04WvZTXlmA0+pm9CG1dMsAACAASURBVOAHIx5LoVBS11ZLfEwCDfU20tJTeO/BZSfIk18WhS4Va5eFpoZm3C47g/plIEkSSknP7h0FtFaVIKkUWJuqEUxhUZW21hbqmroorqwnr7yaw8XVaGPCqcLa4RM5WJpHpzdIc7OVlClTOGN2eIGi/+3j0CpDNO5yEqh34HJYePipob+Y7zIyMqcWOVCTkZH5yRTmbiezdx/sLg+mqCjKmzsJ/MpqWqkIUdjsRRBC9BkwBKUoIGjCgUSZoi+PvPkRT7z/Nd/4nTx16VmYjn1Q/eWSM+jqqiMghSjfnc/6wkY8vlN/nuhoeSlGg4KcIUPA78HVUtdjged/nFFNV3knQsiH6AvQ4hHwBk5OAO3xevGhZFt+AcaMwWEVP6nndL4bb7yR7JwlpKamYjabMRgMjBkzBoC8ogrEQJABQwZgsbuxWG24nOHgqdLhZYdfh6W1AosniMXaAZJEU8DD6iP17NlWzqFtebS4HexsDv+07d+/n8zMTPx+Px6Ph6FDhxIKhYPdkCgxYNEf0Bn1KEQ3K9euJ+A+OTXnpubkkGDWY3dY8PkFzAE/wi+Q+qhSKthYXIfBFIXN62V1cQ3BQPjedibdSXFpLgF3CzXNDWw7Wo1xcuTKk5f9YSaSSoHD0Ukg5MUrSezvM/BEufKLYtTrOVhWh0qjxBeEkjYJAYG4+BQCIQUl1RVYm+uwOruYMHMGADV1DXzU3ElH0IsQkvBlJPHynv0AeM0xNLQ3YFaKOJ0deIPBfxe1PlJylKbCRnTJ0L7jIC3tPuyqAb+U6zIyMqcYWfVRRkbmJyN0c5b916L62J2NkXAq/Yp0fqex9rjXTrTq40zWHfdad6p+65h5Qu2wkn/ca2/y0X/9+195/LhtFnLilRiPN1enWv2wu//Z8YjUxkjvj187kcwhgIf/vhvegue4bfpyfBGg03kOZWR+48iqjzIyMv8Xs0HLsw/+mYL8fGrrmzlYVovN5cat83Hu2AUMze7L219/h9lkpL3DgsvjxKf3svKl95EkiRdffJFbb72VYDDIU8tXcbRlM0PShzJ+/HgANmzYQENDA+r4Zm654Cref3cD9qBEnBICwPy54/l8z17OPWsueXkHCSEQbTLTaXfi8zmxqTxMychk8WXX88136/D7PWT2H8Kyv93N8GGRpfLE9s3GUV/DGaMHEfD5KKqqZ8JdT7HxhdtPaWCl1ptRqpRIhFO+TEY9Lzx4J5fdexcLF9zBOQO1NBypoMwpUG51s+q2BeTcfBtZ8Un0joomzhwNggBKJYakROA7EnwmMhf+iT6947HkrcaaMIWm4r+zsjkPy4c7eGH5S4zu34ftJeUsvfhcPn9lLnPzl+D6+2LeuX4ObU0N+DVxXG+6l9C5GyLyaybr6H/GDQzvn8zWbaV0BEGp06I99B7XltsZVmnnorseJb+sAmtzDQVfv8MTd3YfiC1gy3HHWrZJzYqXV5KalcioYUN56NHHeOiVZ7h8/pLj9ufxeCjNP8Rnrz2HWgiRkhyHxe7lgSkfEn2zkSGpqcQmmknUG1CpFXy2/QALHe6I5iNSfi0f1ZuluQweMZzR4yawc8tGgn6J4VMm0fnxVQxd8gh2m5uthY3oNUo6bE6uXjAavozM9nzTeYQEJTmZfaioqyMhxohWESSueuUJ9ipyPnjjAAcPb6PkyA5MxihEhRYJLV1fn0Wv6bchiQJ/vGgx63dsxomWO158BJIh0P9a7HYvvRJ1SJLIA/fdzFPnDGfe+2vJ0KSij+pLsslAfLSZWoeX++Zr+dOnEmqdmv0b15Ci19Nv1gKiDUYenWrl/rxizhh6M+u/XkWjS8f8BXO4/c4pOD57kb++WcHMGWdQVXgEv83JoYISss+dBidHoFRGRuZXhhyoycj8RtBrNdTW1JCUlERru5XMlHiG54zn9Y2w53AhRRUVXHfuImJ0GsrqW1nx7VcADB48mK6uLubOncubb77J8uXL6dUrnaMtMGbMGLKyskhMTCQ5OZnt27dzoFzJ+s17sAclshINZKQkoTWZWbdpPxjh4OFihg4cwvSRY9lTXERTQzkOvwKbDaqau9i/exf9+2XR1tKIs7mCKy8+n/zisoh89tu6iDIb+OCDLwl4vJRXlfPU/roTOa0/ipAYQqNUMiTWyNixI/hsx0FsrrDCXVdnG/GBKOp9bpJF2FZbRNkBFXAb0UYzCYmJmDUG/IEQkhTC3RoWGPjh06dJSM/C53Sw0ppI1KTzeeyQB0SBxXNnYdu5hwRTNFcsnM2gs87kcxposMO1IzJorKxCZzDhdVjwqX/ei7623U16dDvXXz2FlvJK9jdCqcdOYmZ/9r73LJ8+8WcOvvcIXbYQLrvlZ83jly88x+WLr0Rj7eCT91bg6HRw8x9v5vLq4wdqIPHeM49w99VXojaZ2FV+hNa8AwA8OnUErxVUkPvPv4LBwORr/oJG9/tVzBs9ZjgJCjf2kp3cOiOJQb1SuO3TgyRxFUqliorqJh5aOAJRUrHxYBHN9sjTmb2hIAPTE3j63IUkRcUw5/EnUUednPOSkfLwk0t55MolTJ3WhzqHC0tIZPPuUtScxdIl8xkxdQYqtQ5BY0KMs/L0vY/BO/cihUJ8+ept1BwpI4AW0etFpVIye8oNbL7xFibfthSptQ2EXuhcXiAFn8+Lo3gXl4w6A43eSF3Bfhoy+gImXI1avtu7nLK8g1hdXSSqW/jHQx9xG+0kp8TSkr+LeK0JITUajy2Gg/lHmCEHajIyvwvkM2oyMr8Rlj90DyqVihff+4K6pnZarTb+8sATACTFx4Mg8fWWbfz9nfdwuF2YTOG0Gq1WS35+PgkJCZSVlVFZWUlKSioAhYWFvPLKK6xdu5bXXnsNg8GAhIQ/6GRYVhJWp5/Y6GhCHj8K9bFMZUHEZXVQWnYUvbcNRShEmi6sPNjp8hMMutm6/msKC/JB9FNZHbmCWdDnI8ps5k/XXsrHL/6DnZ+vouCL93/GLEaGTqUgxainSxRwNZSTEm3gcGERAOf0EhAlD6/uK2JvTSOCAj7eYwUgMcqMw+mn1WqlobEBUVAy9+wLAdB7PLz1zBsUbdrM9zv2c9HZyegNBkQxhEqt5fNde1EZtBRVVMOxFPY4jUC00cyNH+7nq60FWIIm4tQ/L4O8xurlq9IAgs/Odw0mWppaCIXA73ZyzjVLuf+FN1GLbhbc/SQ5I3+eyIHOGM3Dzz7Cvj1ryW2ow+PsRBC6/5kSRZEDpdWsP9yIt7ONnbkl7N23D4A6p5srpo2nwmWgtcPJuuee4fHz5v4sG09nzjprAa/dMolbFwzm0sULGTJ2PAq/HwBRBIPByK7yNlpDCoZkpmFpbY14LJNKgSoUoMNqo5dex+p7b+fXdpohEAiy7J2P+Of3eby3uYiiyhaS1OEzndEGHQ0lR+hsrKagtA5Hk54vD9QDMG1ALHc//RXPv7UJZXJvho4chCCAKErEjhnNjn15HMgvo7qign0HwqqPAV+AuIR4vt+by6bdOylqbKG1I3wmsrLKQUttLWMGZ5GgVqH3+cg7uAOA5Lg+5O6spuRwDR+/txZNVBzKsl9JfrmMjMxJR95Rk5H5jdDR1ozb7WbW+KFIIlQ2tfGXW24A9oMkYdYbGTc0h3OmTaOprYNYgwnrMTX1MWPGIEkS2dnZXHnlVTz2+LuwGi677DIaGhoIBAI8/fTT7NixA8VhBT6vCnWcmpQYHcnx8SSorUw6byGPrQa9MY6FMxbi6GyjtL2EMydMwOLzsqUVoqPi8fpDTJ86hRaLnSA++sRFXn8tFPDz7Tuvk9gnB4/Ngaezkye/XgSneNNEp9WgUgiMSI4iOyWGqDQNG7eHP9AStF4mTZ3AX2ttJKX14YWV3+D2hmskTT3zHFr27KXL1kHW4CEoBAWIYXEHfUZ/bnhgCiGFnuUpsdz98se43H9CEEAS/SwaPRK33cvgQRnUVVXCKB3OIFQ02nnp3HG4HG7crk58P3M5zqQWeGSGDne7lcevX8CjT1ShVgl01lby7oureOSeO3A1HkEQBJT9pwFtEY81JimVs68eRf9BA4j5eAV70hNZ22bttk1bUwNjcvpy3tQhtJQdYdmNl3JwfQzrgFy7yAtLxpGhl1DZBZTJeq695vKI7TvdeezRZ/EWvk1GSIFaY0Id34fb56zlQyAYFBkYY2JIejx6tYBFq2Z0SnzEY6XEmrhxwTzOGzMSwS0yMiUNX+jUi/J0RyDgY/KIPlw8cQhRMWraQw5KGqezC9BrTSQPHorH3snUnAFExai5+ZyJbAbGDOvNnfPOprKihuGTxqBJjEYQXIhiEHHKWcyhEaPRiEYNKq2KjwGn14PR7mPGkJHU1TeBJobmQDhw3bX2G168726Cbj8TJiwgbnAGH/6wGYA5n9ZQetsVSDHxjKkqpbmynvXDZ/OnX2zWZGRkTiXyjpqMzG8Ev99HS2sbZVX17D5cxrtv/Iv4Y0FQbGwUnS4Hm/blUV5Xj6CAutZmAJqbm6mtreXFF1/EYrEgSRLPPvsMALt37yYqKorvv/+ePn36YLPZQIBoT4jmDgcqhZKK4jLcosSu+nDU1+n145F8aIICaGNp7ajFmBqWXzfHpXOg0MamHbspOVJCcUkD0f2zIvZZFIOMmr+Ej957nkeWXsfqLZ9j7t3350xjRNx07RL8AT/fldRT7NfQ4PbT3BJOA9xSLfLBW98h2VR8tnYPlY4OmgwZANhFJU6PE1VIjd1hRxAEdLrw+pm3rQFvXTE/LH8WZXQ8/thEgkiIUhBRCtLQ0YLD60AXa2LHjlwA1IKILQBrcotpExV8EbsUyfvzXvMDh+fwQ4kTn9NERcEugomDETQmPB43h6paKNj8HaFgNEiQM2LMzxrr0W8+52BZCRVl5byTt5+tle0oetiESemVid/rpbn8KFHxmbiaa7C47AAUHq1km0NB9YE8fO1WnM1V+Nt+v7sRIhItJYf4x2MrqNy+A7GrgqV/vAqAgAR1DgeHu5RsLWvAEwxhM0VeRiDGpKfB1snmwjJe37+HMmsX8b+y1Eebw8LGPQWE/AKVXVYaO5ys/Pw1APYfLCLU3saWO58j4ePPyT9SRu3R8DuztKya1uY6DEYjuow0VDGpBEMSE+dfg17pZ/PuPF55ZSX1/4+9+w6PqsofP/6+c6dPJpNeSQiEGnrvgiJSFLtY114WV9dF1l6w7SqurthxrWtDsYCKijQRpJdAElJIb5M2yWR6n/v7Y/y632ISfyPd+3oeH3lyn3PP59xp99xzzufU1RIWIk+N2lstVDU18en2H/hu61YOt5mxOiPTo++7568c2L2FF598hR17tuJrqWX7uq8BmDc+iariaqrf34mlzcV+F+xp+v2+h2Wy3xu5oyaTnSJcLjd15jbC4TAer4/PPngHry8yranDbicYDBIMBLHY7AQCgZ/3kzpw4ADbtm2juLgYs9mMUikya1Zkelh1dTWffvopaWlpvP3221gsFsLhME5TPA6/kjanm4BKgcPtZGRapFOoUqsZOPtKOtxN6IQANpuD11a+BUAgaGLZi8toabPRYbXjcHgYO/bSqNssSCBJErZOO9fcfgODh47GWV39G65idGx2GyF/EI0IjY2t7Dvcgk6MTPfMVPn5uqCBtdUH+KGhCJ1Ci+ZQIQBtrVZCsXGEjRr8UgB3wIeYHElhvuHb9VTXVDHtikuwNLVgiFGiFCEYDOEPBrCFQvjxsb9gH8qf1oYdvm06uXMuYW+LmTe/28bqF2+j4/XLf1Pb/DHTsNp9eMKtXPdaMdqMsUjhMBqNlgZzM+VmCzv3bUUQfnuiq+e+XIU4dCgD/3Al6YNHE0xRcfYt13Rb5sXFV2EyGbAFPThf/x5zWyN6owaACVPnMixOQNc7E8PwHO77cA1K5bHfvPxE4fN42HOwgiUPXc+AaRPpKNuPfvQfATj3ioWcdtE1GHEwuHcKRY0uzl5wc9R1ebwemq2N7Gwu5+YJE5j71FPUnWAdDEGM7P9n1bto9YXQaQRQRN7H/bJT8BJk7kt3o37mbwT8oJAi+2Nc9Jd7efGFD2jz+RB1CXzx8DI8VhsxOiXPf/gNm/zZDJk8nBU7DxGadjEA22tSaTQ3kWCIpd+gPPYfrmZXaWRD8RHTzuC6Z/7NH/60gP65iSh0Ju64+wEAfAdK2LR+J1XBRm5/8nU+2l7ElSnH4WLJZLLjQk7PL5OdIo50OvpjKdoMjSfKNgHH8tr3tX7W5bFsuh6xiCbzYHepyEPdfD1HsxVAtOnchQ+6Puf0K3/5nJtPkCyMx1o/fvm9k4y2yzI7ODuqumZ083qeKNd/Al//4t/1iFGdr7sblmgeYxzpz5hMJjsm5PT8Mpns/+quY/LPfz5CW0sr279dj1qvp7ymlvETJ7By9XdR1XXPwvlU1u1n4ZkXogp4+LaygV6xndz2xk5uu+V+9LV7SU9NpKbRQml9M7sPN9LR0f1ao2icKHu2pcek0NrURpxOS2ZyPCGtkn5Zvfhi9/YjHuMdr2/liow+DMkZzmdvPo0iLZe62io2vPxnKlOu5ZozR3PtzCmkpKXw7IrPGXXZ4yw7xxJVXd11kPrfOJf7UjNQqTVYO6y0WTvYV1qFZ/eLR7yu7kjd7sl8YnQIThRn3LCFtRu+RimATm/A5fFQU3242zJT+IarHlnF3s3bufGK81i9bjeJCbFsePYq1hkv7LLcpT/0xqCCFxaehzEpkSseWkbI5+fj2a4j3ayoDb3yDWJMibS2tJPdfwilVQ1Urf8IlfVzKtKux2azEQ6HkSQJk8kEyUaGFr9Cqf4m3nz7X4TcNh68exFV7Q7GtrzD5uSLAYlbZ41l3qRhWBwubJ4AHy6/iQ8rRrD0wUW8/8XXnD1uCIufegu/38+SGW0sfnAJdoWKERNvptbsoLy3ly+3hwgtGUbvyfdz6Zh+pGVnkpiWxsJn3uLdgwXH+9LJZLJjRO6oyWS/A/nlNVTt2M6d112KyRTLkqeXUVNdE/X5Cgu3cfrMq8hMTIVACFOTheKfpjUJwKRJkxk3eBQ15lo+XreWYrPtyDTkBBUMBIlVKegdp2Vc3yy21Zlp6jg6N6Qhi5PkwTFoTYmoFR6ayg9RXlwOQEaigVl5A+mVOxBRLXLJrFnc/dYaOGfiEY8jJy2Bt9dsRq9WctrQvnzyYyEej5/oVxzKjraN6zcxdUAvHrn5YkzpGVTWNeMNBtAqVd2W8/uDBCx+xvbrA04/j7yyCsG9AIxdlxEVCp66YAQvP3A3eYPykJwFfK0dcoRb9Ns0WDz4zLUYYk3EpeWQ6gmT0T+ZQiAQCHDNNdeQkpJCTU0NK1euJCEzklzF4bXibGpCJfqZNnwAZZt2E/gpe+aez1/npqsup++I8dQUbuf7rTsAaDq4gRVffs3kJBPtVXUsvPly3nn3EwDEahVDpk0hKzaOrLh4JiX3ZfUX7wMweUg/svtkYUpNQWkwMGvkiXUNZTLZ0SWvUZPJfge8DjtDcrI4dLCEe59bzu1XzWbI0OhTqVsdbvbv+YQfmwLsLtxBbMBLgzmSwEEURZS6OB55fhkvvf8BdU2thPzHdoPhY01rd5CgVxFWG4kxxXHdgjmMHzboqNRlcVrxOv2Yyw4zatgsvikNcc7UmQD4iGX9jn1s2rqH/Wt/JC4uBsWRnYXxswStijmTJzF8aB4Ol49YjQqr03NU6pIdGZ2dFq47YySuhhZq9uxHHxfH/AVX9FjO5/Rg9Xig7yjufmUNF80aTDDY/Vq/h+cN49rzzkKtj2HN6hW4wwpE8cS65Tjvkqt49KG7GDR4KLPG92PuyGxiE5MBiIuLIy0tjfHjxxMXF8eUKVPQ6SLJVUJIfP3ZZ4R8LrYcLEMQJP5rGYmlqYpr//Y61qYaDIl9sDRGEpAUHa5i0WkDaXW46PSFqKxpIDE2MuW0RTRg7pT4+MPVvLHsXygEBeOGmgAYnJXBtr0lNJVWULB5GxdfII8Sy2S/JyfWt6ZMJjsqPP4gvfv1oaG2kSdvvQ61SsQYGxf1+UJ+kZHpWYxWWZg+bjpTBw1FKzl/Pr6v3sKtl59LosHIqLwBDOzT+0g044SlMmkJoyBZryQUDrFoyeMsffyvR6UuTyCIFPDRa9BA6strWPm32xGckRFLbeJI4uPjmDZ+OE0eB4l6PXcvuvioxLHjcAM5cUbStUrMFhvDs1NJMp1YWf1k/5NKVCOqVbTZ/WQPHU1QVLFk6RM9lpuclsuI1H68+eBb/Pu260lN7I+g734ULkYpUJR/gLsffpxxQ0ZhiI1BIZxYy84XnNmfof3iWfLni8nL7cXsuTMo80SyNMbHxzN48GAMBgOZmZmMGTMG8acEQQtnTOKy224jNnsIaYlxiPxnUUrY72HJ5ByshwtIio8n46ctDi64diEDcnIZkxyPOhRAqxTRiZFtOuoH5hGjU2PSK0iL0dFRVUR8Th4AjoYmpk8ZSkhSM3DUCLz+E2uLA5lMdnTJHTWZ7HdAQokiJY08TSL+QCu7bCkk5AyM+nyXnDcXnSGWkqZG8neXUGdrYWD/EUBkPyaLL8T+xio8HV7sLhd9evU6Uk05IcVnJqKQgnTYrIhqA1PGTcflOTo3pVefeQUdVbV0FO1k6LipNFeUYemMdNQUopKadjs1tcVMHzYZq9vOF99sPypxaDUqPH43BoOerIQ4vMEggUDwqNQlOzL8Pj8+tYZeyVk41CKfr/yWnPKGHsvl5fXD0EuH5HOzvtxMaWN5j5m+HCGBvumJLLn0KnyxRlrN1RyBxKBHlCCAKKpQAFI4gCAoePOtl4DIRuoHDhxg6dKlWCwWduzYQTgcyfqYOygXR/VBNjz7PFvKq0BQ/pz11NHRztjLLydn0ll0dDSQmhIZGUtKF9l5uJYKu40WfwiHL0jGoNEA/JA4ig17CjEaU+k/dQa7iivZWhrZXHv+v1bS3uYiZ+xQPB4bQs6IY3uRZDLZcSV31GSy34EzppxOTc0hDovNeN0Ovlz9CSp190/Eu1NdXcyOCiuV1kbiMozctOwLSg5HFrhfe8UlvLj0SS678DoMOTpQKBCV/iPVlBNSZVkL3pAEqJh7/V+oau7gnLkXHJW6XK4g4869kMJDh6goq2DHzn3UNLYAEJYkdtlzePWD71i7/0s6nAFijUdnlMvnD7Li+134/T7qDtdSUNeKuaPzqNQlOzJiEtRsrLLSGBvAplKzpamdPyxf3mO5NbvLWfyXq2gNOgm4vaTEJvVYxhEM8fLWw3xVsJua0p0cyplzlCbhRk+p1BMOBZGkMKFwAH/Ag1b3n8+LVqtlxowZtLW1YTQa6Zcb2Q/yoVc/xGHpYOj86QiCgE6pQVSJka1CDpWiVIi0Vx2kavcW9D+NPPZOyePdvVVYjcm4lGrU6hgUP20SWPrYPdjFGF7YsJ6H/v0B9z/3GkZ1KQCSFCZtaB98bhvGlERC+z7F3rL/GF8pmUx2vMjp+WWyU8TJnKq+u/hOlHYdS92lqt8c3/UalWnWb7s81sgvrxM80in9ZTLo/j3c1Q/7iZK2v7vYo9WB7xf/fpDzjnhdMpnsuJLT88tksv9rxb9epqaimh++2cL0kXm8tuo7HG4P7dKxHeV4+u+vcm6akz4T51Ly9bt8taecYJ9JPLr0bpQONSNNCrJS1JTU+IgxgUEpQhedCIDbFxaz8/ubKC3KRyXqCIZ96JQiLdKpnUly/KV/Z0r/HM6ZP59wwE2LtZXbTu/HhGF/RWx9nYnJMfRN1PHk9nYa2zohTkI1ZhGP3/knevcfhhQK8eoLS9lWWk04/wVe3ZVF4+71pCQlsm1XPtmpGQzMzuKxKw38oJjHnddeyoVnn83y9z/m83XfE0rUQ13r8b4MspPUghdquf2vt5GWYGJi3mBiktOYPH0WK27Nxj38bn548kJ0c/5K9XvL2H+4EGWMEe4/MTpqAFc/tRNvWQE5CWnYPS3UmdIR0uL5+o4pbGIm/XLz2LlrN5u//5577llE+ta/wYLnGKN2MGLoANxuDxu2F/F9o5Mx9s+In/wPHnv4LuLjY7G7XTQ1tuLsdMBtx7ulMpnsRCZPfZTJThH9+4/CFB/Hkw/dTV7eAO68dA7CcfiES/4gzY1mrEV7QTTQbrVRUxHZq0mJRLxWZFyyjnvPzSFZL+IMdB9kcmoKDzz+HFec1p/HbziDSyZk4wmFj0VTjiu/101CQgLhgB1RLVCfv59QOEymLsSEOA0jeifQd3Af7jwj9ecyDqcbfG5iUtLRJSYzaPBIMtMiWezC/iBWSUNAF8vUM08npV8/6p2RTnxsbAxnjBjOyF69WXz9tVwzazIKhfzzIIteW0szIHD9GdO4fM48YuytqH9KJiKFJRpKS/B+vxKHK8DsqWMx159YDwVcAQd6gx+1wkFYCuE4uI5AIDKFWwoLrFjxERq1iEqtYsZpswCI0ehISDDh62yhw2xGq9aSo488D09PS+PrtZvotNlRhMFqseF2e49b+2Qy2clBHlGTyU4RougjOSWZXVt3cPBwKdU1TaiOQ08tGA6gN+l4/t011DTWkxwXQ3xbJQABBA62BjF3Wpk1wMuFI9N59Jv6bs8nCAKmlHTKGxy4HAdwh1TcPH8Kz3x9LFpz/EgKgayUeAKSjlWr1zG5XybBQAhNhw9vMESDM4iuuZlUzX8rFAry2qcbON8K7a01ZA3MI9YUmTvqDQVQB/w0llVhStDjDYgYYvUA6DQaKsorMCpF0CZxywXz+ffBwuPQatmpYsumjShEUAVD7N25nVh9LEIoMv0vJIXotAf4+r01BLx2LKs7iNMe54D/l7A3REXBIcpcGsJ6iU67hV4/JRPZu28/zz//Ek//42nyBg+iX79cFioOUlx8mDPnDMHudlFa20ZOThYVrkiWxmAwREFhMdNPn4JCgMF5uaz6quupyjKZTAbyiJpMdsrYunU748aezqiRmT0TgwAAIABJREFUo8g2Grlg6hguOX3yMY8j6A9zoNzB6LRYQj4fMVqREl9kQb0CgRhRQaMPBmQl8sXBRjLiND2cEUQkRgzphVufRt/cDIQ+0452M467WbNm4nV1EHa1c+7kwby8Zgu+QJBQSMDiFxiZE8feKhthz3+mwxs0Sm6cO43xU8aTm9OfgX360lh2CACXO4DNHwCtloALYkx6LG0dAAgI9DLGoBDDDMpL58dtu3/OYieTRWNX4T4SY01otUoGDRhAjEoiHIxs4REOhCg/fJjeehjeO5szB/VFCJ5Ye/Cp/F4yM2JReJ30T1IhCn4CP6XGHzduFHv27MbpdJOQkASCiBQOowt7Kc/fiy7GwJC8/qiVatKMkYchTqeDGL2BRFMM336ziXpzGyZDzPFsokwmOwnIHTWZ7BShNaSxbc9eFBoddrubJqsN0Wg85nEEhTA7O8IUOjxIKjWbSs2EpMiTaEmAhmCQTK0Ci8vLj7Vh2tw9p3QPA+cs+hcJphhWbSvlnddeO8qtOP4KigrZV9mMbVcN7TYbo2JU+ENhVhW1IYTC7NpXz2k5A3Er/zMxItag58vt+TRUV5CiTMXudWJ3Rtb/ORwuAvokAl4/6LW4XD5crsgIx7xzzuGpT1ejM6iwOV2MHDuMd246+7i0W3Zq8Ad9uN1O2tvb8XkcvLjpRzZ9GxkGD4ZDjDnjdM6/6BIaa614wyHaXN1voH2s2ZGwejpJMWgpLqnEKsb8nJ4/HBIoKMjHaetEQKC1yUxGZiZOf5iwqKGWPkg6Pd6wj1m3vgBAQ2MTYSnMmrXfY7N3snvvXorLDh/PJspkspOA3FGTyU4Rmb170VjbQnF1FUGdDn8ojMJpP+ZxSAGB0oMFfL2zjNIOL70TYzAaIk+VBUCjUNK7n4nX9ncyY3gioZ7WmwkAEg//dTF6ZYhbZo9AVJ76oz3O2GwSsrJoVFkI+wOMnzEVnSqy4W5yvJZdDXb2mqv4aG/Lz2U8ThuWsARSEEWGhkfve5jChkjSlfyCQlz+MCFRIKyQsFit8NP5ps+cxSsP3okuMQmCXhIzc2jPGH7sGy07ZQT8EmlGLWkpSbjtVnIS4pl1diTDoVaj5kCLj1ZbKTkJAVQC9E2LO84R/0/3Pfs624pa+ai0ka1mCWu7k2fe+AiAktJy3G4fxjgTd/zlzwwdHvmsXHrNPP60pplFL73BpX//lEue2UCiKbKP2oTxY7Hb7OzfW8BlF5+PSqmkX3bv49Y+mUx2cpDT88tkJ5FoUt9HK9qU+Se6EyWlf7TbDnSXOjyadPrT6XqdjIeuRzl2c87/d10y2cngSH/GujunvAWGTHbKkdPzy2S/V2+/1MG8WR0E/T6UShVKpRoUIom5WfQ25dDQ0IBeVKEQFISlEEmZGVRbq7g6Zwi1jg4MkoLRI0YyesZs1rzyNm+15PPBC+/jb6hEFQrT0d5MQXMHA0efDVzbZRyeHZ8z4Kw7iNeIxGh03Pfow9z0pxtp9rmY1GsgMzISOW3qbGorCnlr+172VtUTjg2x6uzxVDiSuOzPd9HW3MzN9z7G3AQtj9flM9wQS6pOxazTziIc9JOWIjL9qge484VGhsZ/Qac/jY6GWtyKMDMnDOC2vz9IXMjI+w8vYmDvdOzt7Sx+Zjk761rwGgL8ZdpMJk5NYuP6asqabajUKnoZdcCeY/Vy9eiGvEmYy4pYtPAK0nplc+6tS3jiqfuBx7oss/CHw1R/XMFZUxOIC8HOggL0maks+0v0+zFd/dxO+sUo6d13GIVVB9i99yBXZAlc8+D1XPzBIf66YBElW3fgCXlZ9uqbVL12ASRHXZ1MdsK7/46n0JiSKCwoY3uDlx1N9aizkmBnQ1TnS/3Kw5+xk5U9iPikdD7Z8gkbd++B5+SOmkwm65rcUZPJTiIVlcW8WfQqn32+mdmzxrFhawGpiQagkNKKamYMHUxabCzZqVmIeiV/f/cj9Gmw4sBhJvVJQqdSYeuwIIT9pM8cDh+C1+NFCUiCAm9IYOuWbQwc1/1Nvw8NcXFx+Bx2kkwaHnnyn4TDkWl0gs+LKSWZmLQE+guD0ew++HNiiqY2PxMvPgu1SUNuQn/O6x9P1oCxUAfj+vUhOTkLpagkNtZEZ8th/PYOshIgOSVEhi8WKbEP3/74A23OHAASYwyE2ivx5+SgNcZxqM1OYkwMjRLkJMfzzOt7mTN+EG61kZsWzOPPT7x8FF+d/38f7dnH4pkTUIsKrLZOdKKKQLj7NXsKjQ6vtR1NIBF9WjKD+uRSVF3xm+IQrdUkDZxJfN9BjNCp8QZ9SLYqADZ+9QOKXWb6DxjExnVriTPpEZWq31SfTHai23iollZnDXUdXuxoqGsJkJkc/SSfpM9f47qdjcybMYXLZ89Go09i/KjxRzBimUx2KpLXqMlkJ5EvVn3FOXPP46Xnn+Sc2Rex7B9/4/57FgOw6e2lhBUKOqx2HJ1Wwt4Ata0WAPrGqjBoFKBVEBaUZA0bxYBh2QDEJaagU4kE/D7aOyzMmDAWhULdbRyd4TAzZ0xmzKC+PP78yzy26A4UP601SzMYMSmgriCfjZu+Y0R6Jqqfbuy9riCJ2bl0tFtpNHeQctrZ7KhzALDg2pswiFqUhgS8QZH41HR0SZmI9hYGZrrwtFWidzhJCXZSUx7pRLz/0K2k9MrE2tIKkgaDVolJGekwrqmBWHWQkM/DeWN7EafVcNOZw47sC/IbpQUDxAgSKz78HMkXxhz2UVvafYKBoELEKAkYE1JxNLdjTEulX1rOb4qjrdONoFBQ+uMGBEEkGR/3V0WuY2N1A1cuvA2PX8MV51/FxfPORqeUn/HJTm0D0uNR42buoAROS9KycfF82qyBqM932tAxvL/0MS6feQaxaYmsbfNRPOy0IxixTCY7FckdNZnsJGI2d3CouAiD0UBl8SGCfhdFhSUArKvdjhQO02CzU+33UlxdgbNxBwDuQBi1QoNKVGNIiMFtacdljYzcqFQqTMYkOixWQp4Ao6dNBan7G3GPy4eo9NNo6eTTTz/D6mhjhGoAANXWIK0uP4qQQHpGb4JBHxecOTMSR1hBW7sZ886DePydHCquoMNaB8CZl19Bnz69cNSWog16mX3pAjxBHUrJRuleIytWr2TboSJ2VjfSXl8EwMw7H+dwTQNxBhXrtm2jqdNJtjGy+GtAvIZmZR9S+4xEZUwkEHSgGjn7CL8iv02dQkAfCqH0+jCoJBwhiT59c7stIzid+KQQgt9FSFThbTJTXFvzm+I4ff48Wupqic9Mw2FrpdPrJaejCQBHh4cX7rqNbeu+oDB/K9t37UBplNOKy05t7+9qoNEhYHFLbKtsJjkxkX69TFGf755l7+AK+Og1diiCTqQqBOaq2iMYsUwmOxXJHTWZ7CSi1an462OvcLisgLrWGtpazRyurgZAr57G4ClnYNCrkfw+4nKyGT06cmMxst9ADLlDQKlimKs/xnAasy+7J3JShQpXMExrq5XW9g4MyX0Ih7tPlf3eh+v49suNaIQw9SUFrNt/mL2WyCjXpddcR63VQ0OHA3VITcb0s5k17zIAEkYNouSD1cTmZFH6xSrOvHAmJn1SJAxNPI3tFhRmD6YUI6s/2kUwLKI2iugTOlEnJlNUfogmp4ebLhoJgBoVbW1WiqvKmTxqIHpRye62NgCcUohQKMSyd94hwRTHgV27KVz1zhF9PX6rXEGLud7MxFFjCPkD6BQQCHU/varDYWPdgXoO1zVjs7ZT53Tw3Bc7flMcIX87ltY6RFGJ0+UiJlGL5ad9rQzpSra0OjElmdheWkS7zfWb6pLJTgYBJEIhiaKqNpRhiV5DBhHuIUFtd86aMoyCot3UHCjkqlvvoaO2mfL8oiMXsEwmOyXJWR9lspOIKrETpdKPIAioVSJ2hxudXofbk4jJ6MTr84EU6WQpAIVSicuTgEFlQanRQDiMUlSiEEUUKiUtbUqSEnwQDhL0BwiEAmh0MYRCEp11+i7jEOIaEBWR5zxKpZJAMExqjJImRxIpyQEEScJutyFIEjpDDBICHZ06MlIDOBxu9FoN7VYrSlGFwRhDu1WLXtMJUgBBEFCIWhQChEISChHUqgBej4TT60EABL2BsCceJWZidCpEUUU4HMLu9iJJEBYyidF34vMHIBxAksCo1yCFw1jNJ0YWDCEe1FIDOo0arU6L1+PB4Q1gijXSUd/1k/tzfGvwdHqIjdGAAKFgEIvdjaZXUtRZH2PdfkBCqVQTCgUIBoLYPX78qUbEdi+BQAC9RsTl8RGWQJlmYo947m9ovUx24jqdtQTN7YQlCbVCgSRJKEUFOp2ar2Iviuqc57nXEAqFQJLQ6A00t7ajMhrYbJx/hKOXyWTHmZz1USaLlhAP9855hcHZvQiEBWoqyvCGw9RZrXy85ckuy91yWyNth97A6/JysKGNWI2apJQEfjz8xDFN9x5o/997DSX8t3/H/PTf//XC60EUkp9nH3+M1Bg9nR4Pty1+gNvv7cXN52xBVCoJIyIhoECk0yUCE7qMQ+rs1eWxxfftQ6lUsnXDOvRqJbXmZk478yzefHUOoAL+qxOS/nMZIR7mTv0MydaEywf+oIek9HQKDnfi92QTH1NAOFbC296JOiEOKQSFnmeJ1yzBQIgbps0gTqvjzhWf0y87g5LWZ3E0/vK+TEI8TBp+D0oxzIA+Z2G1WvB4g7hcLrYU/BGDdB1KtRZRoQIUhMMB7MEnuO2PcUwcI3HrLbfgDwRQq1W8tHw5V90o8uz2PdjdLhQEGdQ7naefegyH007G8ju67DxJOQJLFJMYndpAZUM7ulQ1kqSgKTQQ2N7l9V2jOQdS/9cfYyP/+9v6JXi9PlZ9V4pKreamq6aQO3oBD7GPmhuWoQyDVqNAJ4LNE8IniQx6exG3K0cgAZLHAwoFYZcNi0rJ1YyGxP9Wz0m8LcPx9NSzs0jP7cea7zaiUilRqTT0Tkvgsbs2Hu/QZL/AQYAHjGPY9/1KRCC/sJrBQ/IYPf9CTmctw1/6BL3OQEVFM2kmIw02J7Z7F2D+67sIgkDv9GQkRGoaG5EQyHzjVkLLzUhSmKB5K3EmI7bmFpKTU+HR6DpqF216GdWhMgYnpdDscXCooh5Rr4cHL5ZT/stkpxC5oyb73Zkcv4qzZ16HQhL5XnGQTlszrXVlQNcdteLvHueRGzRkpmRw1uJXyVJpsZiDwBPHLO7fYv5MJ/964E+8dXUvnNYaDlSU88Y/TwOqKPnsMkYm6pkwPJPGZh9bSzz41b2B76Kqa8H5Au+8+k+W3ziQmKRkGsrq+KjoLejh5uGee0eg2b8XXVwONeWF7Cr5hr0uBbGasaSqvuH5m28kJW0QZouZG55+GXgWtfQZYxNiueGMoXjdbtJi1Ny14k3g2W7r6j2pnJIfChhmqAZtCCHnfCrLq9hSAGrFV6gEHTpdAlI4gCvgQgg+yJTxAsseH0X96kf5+4uvUNtq4dILRK66EUr+tZa01CSGC62MHZzFkmkL+NPtt/R4reouf5SRDU9yzU23YkqK45W338Yf6Perr/X/NqS2GamiipmpyeQOPJ1133uZOTqdhwDr57swKZXkpitRCRL2tiAJhshPwLRgEt/ccyWpplg6A2HKqpspFRVcvWJ91LHI/qNyp4k960tZdO4tKAWRzkCQ9Cx5s+MTWWDlZ8xRBxg1aBxmn57Ptuxl/JwbWS6CdtUexuT2Y5g3TGN+CX5LOx23n4drzT6eXnIfEwwh8g+Vs11K58Mvv4I3QPljBwCfXjgDwiGuWfkCB+q3wqPLo4pPU2nmAlLIVqTjVhuo1rtYW1BH2xG8BjKZ7PiTO2qy350hwyZx/QPPcsGEfryxai3tukRe/bD7G1K9TsvoUSO4/+8v8cfTx1Bd1cQAt4d85zEK+jcKEyYrNQWnpGbFgUr6xGlwuCI/6ZfM6Y1OEBmQm0h9WQOj0vT8UO2Lui6lUkmsRmTF+t3EKCAoQN6Irkfn/svYsWN5dPkSLp/Tl+e+LmJElo5EUywhv4JOj4aE9N5o9Wp0HVrqmjwggC8QYlRub/785HNMHDEQm91JokakpvsM9ygb6rh1wXycJdUIwRAjpQNMHZ3CC5/AtZNHEM4exwPzx/HJhu1MGzmISXdrAYkYjYoHXniD+y6dz4WPvIzX4wb0xMfH4CrcwoPfreH9B66nvt6BWuw+cyaAM7+IuNEj8ThtvPbvj7ntT9dgqWv+dRf6FwgSrN5Vx4HSfVw8uZWZ51758zGVQoE9EKDOJuJwBxCkMEaT7ufja/aXMjlLzac1ekYYbCT3kNRE9usdaqzC3tbBtj37KamswuZ2c9cfFx7vsGTdaK/eT5/+I+hoacTi9BG0O3jovnvguQvx2N3k7ypDQqLO5iakAKUoICBQU1mJXqdk6559bCxvBOE/s6Dc7eV0Bgw89/l3nHfG6ZR9+mXU8SkEkbDKR0nJfg4e3E76wJHEmpRyR00mO8XIHTXZ74578rW8lTcBEuLxez2MGTmWFmdnt2V8Hh+Hikp5eelj2Eqq2L2viJ0dlfDtMQr6NxIkiaxYPYLdw5zcTEJCmLN7e3mxGHIGJDDxjkfxbXqb2QqBA4e8bKnooafTDVEUGT1kMEOMCkQENFoD35VW9VhOQuKys6YS9MH9V52L3VJJaX0LDWGB+cOGIAY9KPxa4rRGZudl8VYJSBIMy81lxvARtNa10KJV0lcxgH097GktiCKJunSG5ehRKgPExidgc0dSb5sMCh5ceBXO1noWLroLb80BYgx6QGDJxWcwZuRoDv64hb9fNpNPF14OfIFWrWXy9DMYOXgIyTnDuWVOHM9+/k2PbfZZGsjrk4rXH2DxzVeiMhp5oTqFB3/Fde7qGk7pE8vwWA033HgXXr/n54W+ChHiVBp0QpgxQ1JJz0zHq9HzX5sB3HvlueSccSWzv3yF1k47X7Y5ooxC9r+JYcjKTCc1Ppkhp2ei0htpqC8/3mHJuhFsrSVp6EScNhf9M3tjH+2ioqgUgBqLgwcumI1OY6K6rpo7V6+hDyAIAgk2C2JAjUal4cpJQ3l12yEALpo/ng3rw2TEJzOxby5p8TFccdq0qOMztdQTUicxYOg4YgU9mtgYmhv2HYmmy2SyE4ic9VH2u2OMjaXqwG4IeFi7/UeWr/iEEGK3ZdTGeP61voytq9dxeH8lB6vKeeaLrtcRnWgEQSBl5BTatfE0ByUaHB385b2PATjQ2Il383MEnH5abE42HbKQPqTrNWg9USgUqFOz2dloo6TNRaPViq2ptcdyXrcHh62ZMCpcjk7KzO0YdAoEhYIZAwbg9gYISwLtLhvxRm2kkN/Pqu27MXd28uKWH6httJCZkdZjXfPyetNibaCorBqHP0zA5ccrRL4O39iwm5Li3azbtR9rcxM79+7FYe9EAEYNm4hDCqOQDDhDXq599wsA/vH3B1j+1qu4W1tYuPg2zr/1rzi9/h7jEAQlV73uZcuqdXjsQez2EB19M3ss1xWlqOCHcjttHh8Ht25El6Ch02qL1KUAVzCIQlTQe+hQ6iydHKqs/rlsm9vP24/fy0Uvr+bzPfup/mkPPtlvZ26zUVRrRW1U49XoeWHLflZV2Y53WLJu9Bo9G7PNQduhato7WqmoKmLcGRcCUGvz8e3GrezeuJctu/chqUSCYQkJWLpuG2JKAmcOH0lBbSMqtQaArbsq8Cn0tLfYCQXDdPq8uBzdPyDsjj19IG2Wasr37qOoJB9zWQn1VYeORNNlMtkJRO6oyX531EEvvTLjsZdXMmf6dC5e+gE+X/dT/dxiHC6XjYe+/J5tjZU8uWU3OmXPU9tOFJIkkTxiAmkqF0rBT6c7iPBTx0SnkVixvgkxQeJgq4MRQ1SodPao6xIEgYHDRtO/VxoKgmzYtZ8JY4b2WC4cDDHkir/hKLJTV2vHL4nc/Oh7hAJhLnzuFV5es4bGsnI+/GYldepISn+r10+Jx09TRxsD4uOx+b0Egz2PBqYmmfj86wNo02Ops3cixCgIhSIdK2dQZMWatcRq9XQ2N+DxevEGInm59bMuwNlUjdgrEa//P/UIQphv9hXx5Y+buf7cqXzz4wEycgb2GEddwijWfno7GUP6YAk5GP9kDQfLm3os1xUpJDF4Yi4/VliocTnZlF9IXk4OAEF/GAUhWu1BKrcXIupEDhTWR8pJEqP++DjryiqZMiCL/BYv4ZSeXzPZrxOTnI2oFCluqGfFvhI0Bj3lZfJN9YmsruhHXvvgI/LOmUVdm4VvtlUTZ4okKIrXpNAecFHnMfOx2YwY1KJUqAgGIqPybr+Czc4gKmMGrS0tkfM1NuN0OAkIPnSSRGFjE2v3lUQdn0/yU2P2ImpdZMQl0WlvoVqS9zeUyU41cnp+2e+K0E3Wuu6yN0Zb7kTRXfxdibZdXdUV7fWNVlf1HY26ZljXdnmsywxso7rJ4Jsf3VffeNZ0eSzUxdepvpsZ8FuZG1Ucsv9pLaf/4t/n8P0xjkT2a4zlqy6PGVFFdU4vv7w35Q7Ojup8pxPFd45MJjsW5PT8MhnALXOG0N7pJej3c6ihFZtHIilRRYnNxaq3f+S9155jcv9+7KttZPCoEcTFJwPXcu8f7+Tttz9Ep1QgSBLukMSiW6+ku0yBJ0NnbFifLDz+IMbEBGaO7c/2g1UMz8vltTWrePz8izh37gz0sSY6La2sXP0lfUefwcJ/PMLwcSMZQ5C5c+bRWFuOwx/m3wecCPEb+WzRZVhI4eCe/TTbXbz5wcfED9HTO/407G1mJudmMH3UELbvPciGmnacale3HaQ7L53Fpo0lSKEQaXodZrsTm8+HZI1uGlhd/WHMpTuJN6QiSiKx2f3J//Rd5jz2ULflbv/DnykqKmLq1KkoFAoSEhKIj4/n6j//gYqZQ5D0SdxV0kIAJTnpebyx4yXu/WQTbR9vJNheyZ6CcsJBL7ff9xTv35AZ1Y2RUCOhd4ho1EpSjGoC/iBKIci9c1K5LqqrAZ0DHmBXWT56j4snzriAjvwapuQN4tH86ynjwl8sM541DJrzFO88dQtC/9FIdYf511PL+LCkAXZXRhkJjBiUQVgQ0Gm0JCXEMDg3mb2vLyZx7K2cf+Z4Llkwn5AvgNncwl+WvMw3RfVR1/X/ay0zaH3nZjTuOoqLypiYksAzX67jmoV/4eqbbojqnOlZJiYNHII6FKZ/ZhY1NaU8sXoJ1ybFkHtNJo3mRgqKS2hv7yQUCiFJEr9i8PeIuuLNYoxxOh7p3UyKsw6UsPTz7Xzyz5nkcy75X79CW209Bw7VM2ryUGZdee+xDfAo+GDdNh577FEWL7iBWeMGsXXDd6inz+a105ooTL6MZ+68GXdIg7O5nvX7DnCgooG8tvf41j2di6dO4o2l91Kwew/3LV/BtzUVpImGLuuyFr6AGFBw17VLGT4olynnzqX3yJFcOFSKqkN2OmtpG/cUF0yYwJ9uuomP33+PjWV7CMQb6Dd7EslFFpYvX05ubi5Op5PW1lby2t/nT1ddzJb8UhzWVjISE/AotOQm6mnf9LDciZPJTjJyR0120tq0r5Kx/bMIhkIkaVW0O93YHJEHGU8+8TCJIviaW0jotJDh6iCu72AA3n77QwTgz6NT8bgDvFBkYdkrH3DPw92ndD/RSRotJvyclpPJtZNHc3qSjudX7QCgvKWZzk4rZRUV2N1eRo4YSkGrGQCNTs3Qvv2wNjeSlZbMt1v3MThjAJWlkDv2dL6872n+dv/VpI06hxsWXo0pNvIkd+aQHB686iJCCPTSKVhfva7HGFv2V6NVqVDrtAwdmIW20kxVa0fUbbbZLZiLK1AldqI3xBIwGNm6Pb/HciqVikWLFtGnTx/Kysr48ssvI5vR8gdQKCkwpfDJszdTs/8rlu+MbDAeCgb5cfM61j//IIlZfemoq+AP/3wfbrgn6vjDYYlLx+qYM95DRoKWG58T+L7AEXVHTSkJWGrMlG7+lvQBGaj6ZGH/FUvNRg3IRkhNQPJZENQCN191Ed8+/a8oowCHrYPUBC2fvvsqmoRcUIrMP+/iyEGFkjiVlpBXIn9fKSu+2Mjg/llR1xWtBJOKV1/7mI8W3oDS58Z75lS++O7LqDtqCkmHUQrx1L13kJCUyprVK4kN5wItCAgE/AFiFEr0sSbqO62EhSP60PVXaatx0+oKkpRtIRgTC9Y2nLUlwEwApDYvg1LS6J+exdcFRcw65hEeeR6vk8vmn4tSEcTa1sKkEXns8HgAMMQnkzNgNFq1jkOShE48iMkUGXKfPm48q158CENyOmPPTKT4kVd6rEtU6Vi1eBnLPvo3CoWKnSvfQjG4H9B1564nrbVlLP7sU8JuP3PmzOPZlW/g1Ilkz52MWq3G7/dzxx13EBsbyyeffEIN8MOeg1isFh68dA7xpjhcgSD/+Ggt0a88lslkx4u8Rk120up0B+gzoB97GqyojHokQcDqjDyiHqWEvsoQ/966nR8q6iisNdPY1PBz2VEZMZS0e1hjDqFQCKfEJFtlKMi4dBM3zZmI19xCUs5gJg/tC0BQpePe597G2mlj+UfreWvlWkp3/giA1qhFLUgEFQL1Zju79h9mcroegKQB4/jCAnv27Gfv5y9R1eTE+NM6DbsH3t68l02797Oj3sKrC3p+UqvSiEwansuN58+kuLaVGVOGYPV4o25z0O8lRqNj2w/7aSgsR/L5MKl7Xjuo0Whwu910dHSwdetWnE4n8+bNA0CtMLCrrIQ3n36D1793EmxvRhAUeLwuvAEvmw5b8Hs9lHf6iTMZo44dIm+7wsYA3+/Xc80yDymxKmqs4ajP1ys1mcsXXMW+9ZsoKS2iV6KOG9e90WO55P55vPVBPoK7k+de/oTy8sOM75MUdRzF3z2OT1JTVrCBh++5npr8j3j6/ksBUCpCZGckU7J7P/U1tcw9fSp9e/WcAOZI02i09OuFvffuAAAgAElEQVSTSXl9GYv//R7D4kw0V0WfiTFLocGoErjrmX/x/FtvUddu44x5kTab4kzEqpVUt7TS5HAgCJF1gcda6xvbaP90L+88sZS7b1pMa0MB2w8W/HxcFbARdnmoO1TK2Oxj33k+Ghx2F+lGE08+u4Qb/3Qz5RWVlD8b2f9So9bQaG1j85aNvPXJSmLiUxmcGdlNvk9KGpI3gL+1guof1nD4zaeRwt1/NsMKFfqsLKoPV+F3NZHWayjKuN/WPZp/+mw+efdDXn/6BT5770OazG0oVSImUxxKpZLLL78cs9lMW1sbO3fuBKClvZVQIMiW/GL2HtiP3+PA7op+3bFMJjt+5BE12UlLqxLIiI/jiimjUMeYqDRvJKO3juImSB46ilD1Ic7olY4XBdkZmTgcrp/LnpVhpKbJxr3TBvDhvjDbzCd/Brbp595I654vUcYlktFvCIagh44zpsJmSElKZHi8gjF5ecTr9ZjbOygqjiRmV6nVFNXUc/74GQTjXSiVErvyI2moPW4fj09KZMy4CaT2H8WZ5XW8viuSMGTeuMGcOXIYm/bu5ZJx47j8xX/3GKOAgrETpxNqruPC6WMg4OOK806Lus1Bv58gCs6cNwOFqEPyBtjv9vRYLjExkaSkJHQ6HXPnzmX58uU/J5TRa7xMNClI6RXPoICd/PY4dCIEg2Huu3AeF08YSYu5jQn9e3P72NFRp9IH6JNk4Mz+CpxhgX9cKXD/B0Em99ZGfb4Fl1zMM0/9k6kXzaRCqyQtNRGph4ymAJdf90cUDRuQXEEW3XQuVNUyLzv6ZCJvffYDWn0MO/ft56FHn0PUx/Ps0r/DrGHEaHT0zUnD65UI6/X0zUgiKannGI80lUpNTZubgWkDuGWKl8LqcoTAL68j+jXe/uIj5p5zGSsfvI201Hh2tbVjPHgAgJraWjpa2xiUlky7w0Wz3YdKFd1ap99CCvtRBl1cd+89SJKLcH0Rf796In/66XiM0khHSy25ifH0uu6+Yx7f0SAIGlZ98xHzz72GQVo1ScmpZC+6D3DQ0lhPVloWWclpBAM+fLYOLIoQxcArS+8lWHEYr8LJoOmzWfvmWwwdNoj0UWd1WZetqpl2p4P+w0bRvPcHsvIGIyii35MSItuPXH7++bRUHCImPYclHywHSSAQCBATE8PChQtpaookIMrJycELvPTwo5QX7+arjRupbhWwNVZH0r7KZLKTjvzJlZ20YvVqwgol+dW1rFy7BasnSFr/WAC0iXFUdnQSklTsbmzCbkhAUP3n7b65xkZqRiLvbiun3hckEP0gxgljcOo0/FNvRHJ00Lp2JzaflwHpJgCGTjoNUWdk1drNxCckUdfYxJBekdE2hUKkKSWdj7/biGTQc9ll55GZmgxASf4m8mvacYYzUKiVXHFFZIRAkiSWfV/A0s/XkRufTZm1HUndcwcjFArz3vvv09HQQXNlMygV5A0bE3WblfVmRKuTwt0FFG7fz5bifcQn9pwtRKVSsW/fPqxWK2vWrMFqteL5aTqUTivQS6nm5c3FPL2himDIi1YBkhSiUZ/BPU8/T1VJMzsqq/jW7uqhpu7lZQroTSGy4nzExKkZkCDi9UTfWRCFEEGNQEGdmZLqeg4WlqEUeh65URgSIRzCfeAA+P0ELK1I2ugzyFntEv5QGHdIyTP/eAyfq50RQ9IBcDo9KDQ6Wupa8DR1YkpNpbHz2D/tb27uwBMMcs+rr/HK5l3sb2nn4Xd+jPp8KinIBUNikJQCgjXM4r+9TFWtE4Ams5nU5ARKGpvxBP2Ioki4h9GZo0FDGnHqJPI//oaq3fuobKijpjP25+N1YS3x/UdS39xCMHwKTDMAUnplc/Xi+9ny3Wc0NVTT6raiVEZS5ocCIfbt20FH2IDFG8Dq8VBkbQdAmzuSqupCAlXQXFvB2JvvRujhmtjrWkhNTsVaWkatNUBL5V5Cvt/2EPC+557CE/LjD8LOT79ApVJy/qV3EAqFUCqVdHZ2YrfbSUpKIj098hmr3PkVKpVIXkYiwzTZ5I0aSzgY/feKTCY7fuSOmuykldB/ED8WljBy1FCM8WoMsToEZeQpddBpQymqyHc56T9wMA89/lcCgci0SI1aidkfxOzwoDBp8fpPjR+wcI6aEZm9mbX0Y0iUcNVUEvBF0kX7fEE6YrPZX17Ba+9/isXlZ8/OyPq1FxY9yxM3P0hOrwQ6G+uYes41XHvf8wBs2byVaouFPn1NPPK3h/GJCnweN3dcN5FJo9KpaG6mSRnk1S83sm5911nIfo7RH0KvVrGlpRZDop4mczM/fPV51G0uLS4lfWh/Bo4bTt7koQw2xmLSaHosV1ZWRn19PQcOHKCwsJAFCxbw1FNPARCQFKQpfNx04xWMHp3Hj7sP4ff78Xj8VDc2EDTqcKToKdhfQJsl+vV1AONHqAiHIC3dj90e5K5b4hg4IvptH2ztFpShAP3PnIrD46Go3gK/8oY7bAeVdghYrQTCIVQ1W6KOY+W3+ahFFbsPObjs4nms/uQFpv20B1WHy02H04LQ7ENj9bM7P5/Kmuao64pWKORDoRCYcOs9hGITsGTM4P1XH436fH+8eSGvbq3A01ZHce0u3G4vwWCkM1ZYWs76nQe46bx5qJQqlEol6l8xRfdIcxsO0Swd5GBNDV+sXc+Kr/P5MD/SkViyqYZBxgCaoIvsYYPo+GQZ26pP/ulyeq2GG+dNJTkzgR0VB7G2NPHRB+9FDipE7nvqBVwtZaTodZRUVtG/f28A1GoNE+99Cd0oEwr8nHXhFdg7u88qZW1uw9neQP7G1QwamMlzT76MIP223xdRFNm2bxcdYojLX34CQRC4YOYEEhISSE1NJS0tjbS0NEKhEN9/H8ki2m/4ZNbtLKSq2UFcb4lX1mxDOhXm98tkv0Nyen7ZSetIp1k/GTI7dudopJ2PRjRp8Y/0VgDRxtGdqFLwd+NoXI+BdN3p7S7rY1d2c05UcUzn2y6PubtIU74nyrqisZYZXR6bw+aoztlduvR7WNpFXcc2PX9XMf4/9s47vKoq6/+fc87tJb13IISEEnqTIlgoioAF26jYHUUc+/jq2Htv2F7bWLCBDUFAmpEmNaSRhIT0fpPcm9v7+f1xkZn5vS/BNwLizP384ePDefbe6+xzcs9ee6/1XRaOXJy9kLnHy5wTQm/P5UgEe1l6FPRSsuJYS+b31p+/FxsVvaiDh1Ufw4Q57oTl+cP855CTtJA45TcUtTmZlJ2EzelkX4sNt8GLyqlFxk90lB6328uwSWPo7uyhvKqIDCECk8OJTqNm0byz+GjNGtrsblxqH/0NqQxNiqCjy0q/GBXflzYTmxiHEN1CTNCAQpYYlxTPqDHD2NdUxZry9YzLeJ0rZrVQb/bR0GGhYPPPODweugQLLSVtTJo6hujIGCymdmx2D+t/+InhM/NPqPPXa50ypYppQ1MZ3j8VhcOMrBB4YVVZr4IGQjQMIAqNUcPAtHhKqprJitSz332AlibtEdspJQlJBKUoolJIKBSwYvnzyOZFR2zTVxZfsZibFy0mMzMTn89HT08Pb7zxOo+/9jiROhU+v8C2208l2iiydH01xVYn08zv8W7dIM4cM4JTcpK4eGQaVy/dwZ7SCtKHpbFg1jyKdhZj0Knxue10W724DXVc35hIZmUX195wA1aHhVtnT+b7ykbkbU/0yfa+vhsT/+sq9Lsa6e7u5tFHH+Wdd96hpKSE9OolR3TGekOPgtzHnPiDXirfuoaA30OTRyJixEj4sW/OU2+L2SMxnTXsMixAp9OjVmnIyurHueeey3MfvkFLUd8LA//vCPw1vx2fH0RJid3ag0KjQvb7ONjHigS9LYBH515PwO1h9Omzqa0oo6WygqyB2cza3kfz+0hfnYXCqAsZl5PEKYkRXDlnDGPu/ZxBRa+yNe2y42DlseWTtrGMHz+BS7L1ROs1fFJ4kPOvu53PH8gjb/a93P/ge9QFDYhaA027Czjn0su4Qr+OcsXZpERF8MrlpxEZYeS9va0MGZPE9AcFNivPQRBAoVSiFCU2rVrBo6N62GSYf0xt7+15fdL4MVfmv8SyWaM4a3EuzeUunmhWUPzAUDb3UgogNzeXzMxMKisrGTp0KA6Hg2XLlhEX13fxoDBhwhw/wo5amJOaHpsfp99JokYiJyMRi7WHum4XoUCpIKnp0ZyekURtq4XWklqabRYQwK1QMH9EP6aMGE9Agvx+6dQXVoAanE43n779Lra2Nj778H1iBkxAFW3kxc/B7vbw1EWnkRmXSFR8GjicFKgVjBs6kGsXzqB2fynvfvA5d196Dh+v3UBXK9RVlPPEbTeS3T+dPbt+Jl5jIDEl+XeeuX9FlOHLF28mKnMACCpc9WV8svXBo7azeb2se+wO4jJyMbXVctdbn0NV7wfdSVoVp+bGkJUcS1AWKGtzkpE9+Vjdyr/w3crveOThR3niicfJzx/O6rWraW8PvR1Or0x6pIq4lASSEhK4QS+x6PMaAF7922IemDWEUyZMxOl08Nz5Cm69cAawn4NVNTw4dzgZ/XPobGngni+20WFzIggCggCfPnQrhvhMuvbv4aNt+4k5Lnd2ZDpNJur37+e2227D6/Uyffp0CgoK+C0afZ89cQmvXT+Xh557hB6ziUseeRnPbxDW6Cs6nZ7sATksXnwzg4fksfr7tQjHScbe6xd467/OJ+iT6LJauG/JCmRl32XUe0OQYfzsuQwcMICEhERWNdRh9/9xEmN9Hg/v33c1kRHJeDw2rp9dTcHvbdSvRClJRAgurl10O9GxccS89xqvf/MNPJBHfU+Qr5a/TUJcFl6PHxkfO7ZsgpnQX6Mg4HaT2T+VoC+AqbQY4zmhwuVJeiVPXzaTeoeXxuo6Js+YzVmWZSf0vt56fz+Z/QahPGUCkspA5uRoXkmLYxotvbZLTEzk6quvJioqildffZWEhAQk6cSL+YQJE+bXEc5RC3NSIwsBegIwY8pUOjvNtJpBHQgtcESFAqfTx6ryFsqazVgcVgKe0OLS4XDQYrLzc3ERLe2dDE5LORxIa+sx8+k776OJjCArLRNbayXNraGPW5ReQ1OnGUVSBne+8Xdikw24XD4MWj3ojLSbfMybfx6R+hgG9x8EgMtmpl9WJrfcdT8xcgCj6MUY8dtk2481eq2ahlYfpVsrWPXFag7Wd9PtPHK40y/Ex0Xz1fqddHc0s2VHOYXlDRztVL+wqgitWkdzu5Paxg50fjfvPfvcMbqTf6W5uZn29nZWr12NUqnE7fFQUxNyxhRKEZVSzRvVGlpNXdQ2WBkWHxI8KdiyAykuk4q6RkxdbjKSk7H02ACI1OnY06GgvGw/L2yoYmS/BKKijASQAYGXP1lJS9FO6tt6SNaf+Dwjl9uNxWKhp6eHgoICXn755d+80LrhjNFkDhyCy+/jyS/WMyw3l3fef+sYWfzrEUWBxqYG9hYW8v57HzAwO/u4OWoatZLi+h7Wb9/LG1//zKih/fEfpwrU/fJHYjAY2bljB2u++Ai1wYBa33exlhONLxDkvY++wykqefrLAvISlH+YvARvQMnkfkaaSor46bOlJOTkM2vyFACamztpqCrh688/5sDOzUTGJdC6ZxUA0/ulMXJwFgeLD/Li8p84d8E8IupD34mH5k7ELAe5aeFchmbHIYvi4XzgE0VTl5MFZ4yhucWDoI1iXY2IWnnkSIdfCAaDREZG8tJLLyHL8qH6kWHChDlZCTtqYU5q3EHQCzAiVU1yYgyxGh+KQ+fAcUYvPlHk/PxMUiKNaEQ1QwYcUjIUJMbm9ScrIQ7R58Go0vCL+N2d//UIl1y6AJ1Gi1bwYbbZKC4pAcCHwNghwxA6g7x+3610m234AgE+3NuC4BKYMGEEsQYDZ08aR21jSB1M4XZw6z2PsfSD94mUZGIidMicXLvlDo+bfmnxRPp8nH3lVeSNyMPvPbqNqUY911x+IXUVdZw3bxZ3zpxy1DYfvvACeqOBafmJ5GenY9RriE5KPRa38T+Ijo6msrKSiy+8hO9Xf89ZM2dzwQWhwsqRSiWJkRHMNDpQdZkZkptLTlJoITN79hwGRcej9qtpszhosdkxW0P13GakxXBKmp7UrDzuO3ssMVoFktyNKAj4g0Hu+NPFOHwSA/PycHt+m/R2X/D7fIdLCZhMJs4//3zi4+N/U5+q9FxGxkagFTQ8eukc7l3yIeLv8HmQ5dB/kpKSOeecOdx59x3Hrd6YXvIzKnsAUkDF+NxM8gfk4PMcffOiL7Q31BMTE82FF5xHTEIyokKJVnf0RfXJQiAQ4Ly5s2iqrOX6kYNQqY4u2HOyIAedjEyJQmsQUCtlUjyNTBwcqtvndPuosvuYkp1GpMGIp7uZKH1IKdcpKblz1hTijVH85ZxpOA+2EZ8Y+h1TqZWcO2kMzz7yElOGDGHZshW4Aie2gLlGrWTpTwe5Zl4m6AycMcT4qzY1LrjgArxeLzfffDOLFi3i3XffPW6bIWHChPnthB21MCc10QY9Bq2KBrMHd5uFioZ2XL7Qwq3LJiD6fciqAG7Zhd3v5vt1rwChE6S9dfWUVdeitCup7PiHqlx6ahpbLDHUllbx4aZiOu1OUrJyAEjtl8jG4nJcdhfrtmziyy1FqFQKJp61gCWdcVitdtxWKysL93PQEdqJ1IoCN8w9i4DLjD4hlp82/ERkTNQJnqnekYMiNdW1qBN0WEq2UbFzT68J87+Q1ymya8dmsseOYUPBBkq/Lz1qG5/Xw+riBorqTXSaLexqsuI7TmF0/fv3p6qqipXff8fOXTvY+OMG5EP+pz0QYFt1A2+uLaRkdytl9ZU01YTqDXWZu3h+/RYSByQzLDedXc1mWntCUupJ8y6l1WFnb3E9z6zYzOoqJzIqCMrIgQD3/v0DfOVmrnjyOcZl/DYHqS+EfBmZPXv2UF9fT2VlJQcOHPhtfUYn4w068CzfQ7vNjCiJyL9Rra4vJMQn4XA6qa6qoqPDxLvvvnfcxrr3+rl8tW4D+vRkXEEFpbU1KPXHx3ny2O2YTJ18s3I17Q21KFQqHDbbcRnreBAMypSU78W9pYLdNZV0dJt+b5N+NTISu3uUiDYLqclRbK7qZOYNdwAQHa2mqbYRm9eOKiKSruZGGutDRc+XHWzC63DSXm6n+UA9lfuKDm8aOAIKmpoaOW3MeBrau5h26ikn/IRxxsgU4iO1VHYLBLbY+O+V3VR0Hf1E+LLLLiMyMhKFQnH4dyPsqIUJc/ISdtTCnNQkJacye84cWlxgVYuk9x/AsBEjAQgGRLx+mWBAxun3ogDGX3QbAD6vm10HWzFJAnWCnaaeHnLSQ3ljpo4OCvcWsn1XAX5JQC3C+Amhostz5i2ks6uHD3espqS0jmvvfxZZhn55McTmxLA8aiJfxZ3KZ9U2YoeH2jhtPZS2e7jqz7fSVFNFdEYaG5bcf+InqxfGjh1P2p8eYuKNzzL2qscYfv2SX/VxfnDRGxQ1dPD1yq9Yu6OYv131v6vX/TM6ncS9d1xFbbMVu8PLQ/ffTk9H3TG4i/+J2+0mMTGR2TPPIjo6mtraOt767zcB8Pl8CBKY3D4Sz8znnXVNh885Z//pRiJSM7jv09Xcu3wNA2KVRGZkAOD3B2hTxKKLVjOiXwIXzB1weIEmykHQxXLn7jWYrDZm3fn8cbmv3liwYAFZWVmUlpbS3d3N/v37yczM/E19vv3e33l27Tb083M57YF3OOP0KWyp+uYYWfx/QUYUBdatX0draysjR+ZTUHB8lBGvuO89tBojKqWK2tZ2Wjsdh538Y42oUnGgvIy01FQ0eiNuqw2v6+iF2U8mXvuqgApVC1aXBadLQhT/GMuH4SNGULhjDx9//yMffrWR5qYuWprbAThl2ED8gga/MQJ71U4aCn/G3R06rR6hClBZV0fK0Cg0MXFIIhAMbV70O/N0KpvaSRs1iLoeK5s3fo3iBKd5fbO5jFMyRZrqu+hO6uSj735iR2nrUdv9+OOPlJWV8e233/LMM88gCMLvUtMvTJgwv46wPH+Yk5qTXXL+P5W+PJfjIcHfF6aajywdL/SSf1cQfXLIWq8yTzritQDuI147hz3Hw5z/lWMtU/5HoC8y8L1xPObpSDb2drou9lFpujf7j2SHgyOfCPW1VERf6O1Z9rYo6a1W2ZGUUPV8fMQ2o4k94rWfelFWndpLeQzpCM8z0IvtvY0VJkyY/0FYnj/Mfw55GY8gBr7g1mnDmD95LAdqqtmrz2LxQ3cTr04higD3/+UqlIKTh19eyiOfvMaF513M87fP4YKL/oZtz3Z62lrYsvJbHtlah0PrZcH0czktzsW4/Fyq9ldw6/KdbN9VRL8R6UzVn8+8WckkDkjhvfdK8TiDVCj+G4j4vafipOKbv3/Ltddey5dffkljYyNGo5HY2Fgmz5nExT3RVA9NwWqz4/J66e62M8OjBPpWHPrKKUsYlbyBhMQ0UlJT0Rj1+IMeTll8J9s/eY/qGj9nzRhDT2cLB8tKeGlpHav2vcVfr3sKNT4eevpvADz12Gvc87dFTAPG3L6Wzu5u/nTppRQXF/HKqy9zxcKFbHnkVCbMe5SpU6dg6nRSUrSLj7eX0r/kDUan3M39NynQawJIMiCJeNXxzFp0Ox+++RWfvvsagtuPA5H8CSMZPmIc1y66mAkDxxCh0xCtUlHf1Ul9uxWXvRuLYOWSuDimTxtESoSaooo60hSn8l37dpZXVnDBhGnodEomDR6JNWkgqzasZPvPf6fk6QBxdQmMHjcJtcFAQ0UFBUWFTF4uc3fEQS4Zms3QzH4c6OrEL/noZ8wg4ovKY/XofxWz7l7Kyx9tYOHlc9m4pgBRpaTsQB2jrV+cUDtOJEtbR5LXP41InZ7rzhzN2MGZ3LDka/p3fMpe/YX4g0E+nTmapEmzCQ4axg9bK9j09BC8Q25E8vtYfusV3PXpKhpcfqprD0DnsRen2GO8mEXTBzBuaB5BpYqW+jpu+3gzk/wrqEi4gpcfuo0x02cg+H3MueBSrrp2MavvGkyBeBbWtlaaW9qQga3bt/HtlVkM3G5h+cK7eezGc0lPz6OrvYEHlq4hofDJXu1InHIj8wakkZEUT/KQDMSYJNqby1h8/UXopz/PueeeywUXXIBOp8PtdtOl8MEJVo/PuXAJ++uaiUmIo7CwCJfTzZy5p1D7wa18sWcDV123nFPHxLDwmkVc8VUX0v05/OWLJGQJbv/reSx79jHeeedDVpSUkdb9Qa9jLTz/v7nrigswqiKRBA8uAW566jW6Nz3Fe225vPGnc7h0znTi0rJZXVLM6Q++BL2c4O1Qz0eSJL788ktMJhPbtm1j/fr1pFS/Sk/G5UzIjGfZ7hryEvTUmp0IImRZvmLBs1sQOtqJciuIj/Oyp8zKGX+ZBUfeGwoTJsxx5o8RuxDmPxaFQkFUVBSThqZhjIpl9LDByMHQa5ub148rLpyJViWj02h55LZLMHdYARg45FSUGhWu9mpUAS9NVg+CMrQv0WHqpF9aEglp/ek3bBTResNh1TzZryApNx1tdByRGjWTzxyBzXriBSNOdlauXMnNN99MRkYGEydO5IUXXiAyMpSEn4zEtKHpbPjwKa6bnocgiiRIfd9g0mvVIKpZv7MQS3c3H3y8DHNnKL9HpdYRE2MkKIu4XU4+X9tIXXMof+bPN17OLXctQpZlHHYXi265HO8vymyCwP1/u59Ro8Zw2WULEVBgNITsj9EGMGi9pEV6qO/xoNWoQBCwWO3YbVbqm0w4vH6e//taZG/oBMBs6WTOuFFcM28Wt58/G9pa8AZC1yxuiamj8rl25gyWLL6VlLg4OKRc6lO5yc8eRYIhk7zMXB6tLkIpKQFQxibQU1+J1h/k9KHDaWtuRiEJmDxeEuMScHpdtLc0YPe4iY4K2T4iOQJjhI6i9mYGpyVjstqQpRMfmOBG4vpT87hj1lBW3DqJmSnKP0yoXF8RRRFPEP56yRnMOn0SPU43Nkco71EQgiAHiDBk4HIr0EfEkp8XEj6K0mp549LZxJ1yCgunjyc7LhKjRndcbPT5fJR1OIkZkEt85kCcgga1IvS+GaJjiEtOQG80EhRFBvbPZs++osNt77r3fiqrDlBUUozVbkcUBAZEtDN+oAGtpERwWYmPjsBgP/rReVR0JEOmTiRx5GD0/caiiUpl/64KAJKTk3E6nSgUCiRJQqVS4fOdWEVFgNLaZk4ZN5JZM87hkksvxOcP8EXBXgA8AcjQKTDVO7BbO9GYq/F6fUy5eBinLhjG7uK9KNVa5k+bhCgePSbylPwclJIOZTCIJBlQKA2cmRN6PwQf1FrciGIkss1GTVMbFnNHr/2Joogsy3R3d2OxWAgEArS3h8I9u8wO7n/xOUq2fsMXX3zI9m/eQXEoHTUrK5UzLziNIaPSEf1GcgYnIfRyyhkmTJjjz7/3lzPMHx5BEBBQ8NO+BuzWHuqsbn74YS0A2q4uog1GGuoaUAqg1RtpszQDkDnqCqo7lFSWVvPqx9/QYPchHMpQem7RQhJSkqitrUNjiGBoetLhRaTT4kWpFBEDdkZMjObRlRYShBMvwX6yM2fOHKZMmYLb7SYQCDB27FgMhpDcuFoW+Xz9bi669XE+33IQg1IkOtD3w3sFMvHxCUwbPYK4lDQuufQSEpITgJCcu7mzgeKC1dxw13c8cMfZzJ+aBsDE8eMp3VWCx+VBb9BijIjg9TdDO9tz588DZJqaGqirq+Wqa6+icF8hAOnZgxHESIZOmsWlZ59BdrwRAZg1JBUx4MGgloiIjOKa2SNxdjcA0LZ5K8l6A3V1bfTYHCBAMBha4Lx2+mDyk5Opaj3Ahp838PScyUToQnMVG6Vn3aqV2B1tlDfU8KcRKciEVk1+lw2HV8uuwl20N9UR8Eu4nS52lzdTWlVLcYcXUQyQnJxBbGRIvDNo5ccAACAASURBVCZDqyNWqyHFaGBgko6Zw3PQqE58jSTF7nJuvX42Fd+vQRp8Bv6ImOOm3niy0NjYiCAIPPDOSq6/dwkvLF3H5dND+bQBOUhQDvDEllU0at14WqqI1ob+JqJVQd7btI+ty1cxccx4Hp80lP5Rx6e8RzAoc/nMyXTU11C/ZzepSUkkRIWiBXSR8ZRX1vHZu29QVVFBalI0p4wff7jt7bcsJi4+nkAgQEJcHG6vl/e/K2fKxFHsqmoHKYhGa+TaBacd1Y4R6ZlEJ/dHbYjB73fR09WFVRmKcc7MzCQhIYFnnnkGi8WCUqmkoODEV22TAj60xigOHijH5XATGxPD5FFDABCDEexsdHDt9RfTsesHPrrtCjzeQ86kDBs+/YRHHn+a7i4Hd86fd9Sx3B6ZCI0ec1c3zfUNOCxtzH8gJIzl9wfIjo1m547tvLZiHV6HE/9Rcsq2bduGJEk0NzdTWFhIeno6OTkhwazd21fj72oBhQpXVws+j5NrTx8GQP6oQcRHRmCyy3z6Yw3p/ePRKE8uYawwYf7TCDtqYU5qRFFEb9AwdXg6n28pIVEZ4OmLzwCgtNtJc8NBRL+fwp9309FjISs5VPZ3V52PplaZz8uamZyfBbKf8/uHYmfUQ8bTanJS1dCN22bFK/4jMV4QQSGI+CxOcgal4xd7yzr4z2XPnj1UV1cTFRVFcXExsiwfTkgXEPn4oetY9vgNvPr4YrKcEnvTfkM55qAPZdCPubWZnpY2lD4nuxt7QtdkkYzMePJGjyEuUo2508SeA04Azp01j/qKakRBOKT7Dj8ecvK3FPwUkkjXG6ipq+HHdRsYNWoUACMX3sOwfpEoNBoclkZcPhFJFAlKaiymDmS3nzUrNmE1O2mvrwMga9gIapsbSYnVU1ZRR2p0IvIhddKrvy2ivaGM1JR4pk3I5+Ute4kyhOTN0wUfZ47Jp25fOYEeF353FwRCC76G0mKyYmLpdPuoLtyJJAgoRJHkrAxiYrScEi+iaGolQrTitoROkmMHTkUUJFLjIthaUYNCVBMfc6JLckOlXkX1xs1EpWRhKd1Jhk7da/7fvwPBA2v54sGF3H/lbG7609mcO20Yph4HAKIQ+h2ZlppOXmw8Cp+MqA050I2dZvLSElF4fHgbahGjtVQ5j4+NiamZ1HdZ6ehy4FSoEWSRB594BoC2+mre+fsX7Nm1n+6mehxiDF9/u+Jw26ioSJ569jk6OtpxOp1EREQQnwnOVhPzR/dDIwfROM2kxx89RnFAUjReh42AqRO6uoiIiEEjhE727PbQKWRPTw/R0dGHCs2f+HcnO96IVmHA7fCSFJfEuDEj6bSEbPN5HIxOMFJWsIbEzP60t5SHfmcAOeAnIuBnStYAtAYNMy+ef/SxJp/OZz+sJGAV2F5Vhc3iIjEuEYDp02bhsPsob3MzLC6GdaUmlGLvm4fDhg1j/vz5xMXFYTAY0Ol0JCSENreCfhcHt23DW1/Buu/W0V5cGPrwAYuufwabHCC7fwoXTc1DK0XjV4S/gGHC/J6EHbUwJzV+vx9Zltl1sIuYSCNlXS4uffFTAHwBkRVb99PRbiZJk0yn3oi5MyTD31Gyme9fu5Wq2mZe31TCzjYHyw90AiFp84NtHQwfmUOz1UN9a+fh8YzxIu9+vh97hZ3y4nrOHeKkI3jiw25OdqZNm8b999/PsmXLSExMZOPGjXi9oRpUdVKA617eQu3BvTzw8Csc0AUQL1/c98FECau1G61Ri1atwBN043aHxhJFEb3RQLeli7lT+vPCmwW0dYWclk9XfMq199zE9nU/EggGMXdZ2H8gFF6l0euoqa6lpbUFu8NBZXXV4fBXvU7F/lYXClcze6qbGZRoIComhuK6RkydNipqW+mvTaHDasN+qOxAnd1Bl1OmpbMDm8WMlJlN0iElRtFnpdrcjkrsotveSeHBOtCETkyMWQOpbWvGFEihzaHE7PQgSnoA1PEDkTIHoRJVuDIHERERCQikig6GT7+cjo529h2009DQRkAIOckuj58us5kWk504KQK1oR9TX3ih73PfV3RGvBYTHjmZj7/8gcjCg/j/zQvrvrpsK299sZ7PN+3G3W2l3Wo/vEHg9QoIAjT4BN569kn21lQQOBT+qo2IYGlVEwlJcfhbnTS2W0k8TotjSRL5flsxzmYHljobK/eWM/GUCQAkJqeBMRaP3UfhniJ27dxFXn7e4bbZQ4eSmZVFXVMLB+sbMJlMjBx9PtpL/sL+ymKqyvZTVnOAluHTjmpHu8uFMW0APQfa6d5ThWiMQU4Mqa42NTVRVVXF6NGj8fv9CIJAR0fvoX7Hg931JlpMbXTarPz402a+W7Xm8GaUvaue7pRU3l7djqCTeX/N9sMbEQG/hzpJIjVnIEn5OTT9itIZg0ZMQR2jo9lZzfCEQeyqKEU8FKof9LrY3Giho9vKl3tK8foCXHHpn4/aZ1paGh6Ph9jYWNxuN0plyBGWEbA4HXRU1JESFFizdTfnnjMXgAxDIih02J09BP1u9u6rRimHl4lhwvyehP8Cw5zU9ItOoKTUQmf6eWwubeeHHe3UNIU+iAZNOq2KIawr7GZPp4O67R20rA4p273/9HM4HUYUYhIWRywxmkwkKXSq09ahpKJJzdcFrRRWu4hIGk/5gdBO6cgrz2PuWfmsL7NRruhPY4UP6dAHLsw/aGyWWb22lH4DptJt0ZGdM52KQ3P4bcRgXNIEKuVTueX2Bcw8azF1+1v6PFZdoxOLN4EuRzS7yzrZuLMbukJ5g+1mA6ZuPc2derIGD6FfVjZWV8gJcvviGdT/TJ5+8l3WryglOX0sLnfodElMjCRv6hjWFG5FTIwmKj+bTzaETg9cRg1x8y5jU3ktw8bnMmj0SARJpMWqocZkoKFdSZ0XthS7eOWrkBx2bv5pWGwaSlrVdMgJtHdH0N4VsuOvi++nf+wwTM2tLHp+Jy5fMlZXaHe75KCfbZVKlLoIjEk5GCPy8QdD18aefw9Fe6tQ9ptCY1cMj76/CmNUHGfNn090XIBOjx1Vuo9BZ85h8rzzAQhqmvGk6Kl2lhKZG4dfb6Nx07o+z31f2S8EeCeQTHFXCa1WuMnuRp12ZAW7fweccZG0GyPwxRv5srmFEquHMZNDp7Rrxsfy6aixTL9oLuWpiXiH53PFR6E8NGeEDovoYdxbH/BSfQlSQgSGnH7HxcYrz85h5pkjWNbTwTJ7J5Mn5bH5m2cBuO3lp7CqoVQI8HV1I1Z1kGWbQiGH512/kNlXXET6yDxGnTmZ6+64iYAcxGVtpLvlRdq8rTQGbIi5eYytfeuodnxeWUu934xy/jQU552JWS3z5vr1AFT1tFPV0061rYP3v/+S3Q0HiB6YcVzmozf8sUaK22tJG5FHXF4mY+bPJX34YAAcaj9JwweQMm8y1ryLuPruvxIVF0On4KHVb+fuJa8gjs6lsKqSn/buPOpY7lg9A0aNpSM1lTViLac/+gYtQqh8gzIpGkuskVKFyD5ZQExPIxjVe72/Omc3Vg2kjsyjAzf7mg+ysWQXAGYF9D/nPDSTRvJNRy0LHnqQjaZQhMLUxWdQ1NBGeacNf79EdHmZNDlPfOh0mDBh/kFYnj/M787JIsHfV/7I0v29zf2xltM/HvN0rMsE9HU+ems3zfx/l23vTdr8eDyzML+OU1h1xGvqXmT4jvQ8T5YyBieLHZP5/ojXtnDWCbOjN3L5+ojXkjmyA9WXeexryQd7LwIguiO8p16OnPfWW0bcDs7+tWaFCfOfQlieP8y/H5FyLI+cPQBrj5NnfqzB7nQjGxuYNHEpseIaojw+CqursTt8NPfY8Ro8nOsUqQqIuHQqBFHEYnejHXcOjeVfI9kERqZomTJkAP0HZOOyWaiMi+Xd95ZTt2kjL912B9PSExk7YjC3rv6JkmYzFa0HGR+fwBN33EZ7p5XC0krKqg6w9uAasvV/Y3zWCjyNfswBaHbB+w+cxbiHPvu9p+43s/nt19F0m8k781zadq7ji8J9PLdkI1Dfp/6umzWTW2ZMImfkYGwtjRTuP8jiJV8Axz58KdjuRpAkyh+7jIxoN29uauZPT71C8oRTuO7M0SQl5JOojychM4fvVj9xKDyzqdc+T80byfx5c0lNTeXHzT9RsGUrNV07gfgjtnn8ngeYfeoYhoyeje/7D3jiy++IGTeRO++/B/eEq6mpsHPeiDQW37WIex56ns3VFkaYP2H4RS9w1/0PEpGYTe6osbicXs4YFgs/HnlR9/ZL3YywP8uocWOQRQUlhbsRx85n+LTRfZzFML+WGT9ZaXr+Pe6bP4c3v15Pu81McVsHmvIXKRDP4t333uKLJ+7l1nv/itLbw9WPvU+/hnd67bN98O1cffXVCIJAWVkZGzdupKGhAU5wEeKyhCtYuHAhubm52Gw2du/ezccfH7nG1/Fi8oRrEIIygUNLHZUkIcfGwHcnh6MGkHXGd0wZPZEhgwcxecZUvJKPS+I3kD/vRe689mI0UUm07N7OtU+8RFGPl0m+vhePv2LJj9xw2wvoVRJ+Ocgbz96Kw6Dis5oihK2FTBswmvvmTkEWglTsP8jiO+fTFHMDE0ePYsGV87C0dRKfmcobSz7H+uOf8Y++i+GSlYAskRAXy4HGDpoCApS/znbOpuaHjzFoRAzJ2Tx2801ETpjNVw9PQHv2U3TvLebT60ZRX2/l7h9q0Ox5BVKO4cSGCRPmfxAOfQxzUiAj4EvOIzk1laQYPb+8mvGGWHb8vA9dVDQ6tQq15h97C6KgxKxWMizFSHyEirEDY/H+HPogCgIUtbqRNDpeWb6G4rpG4neEpJWVSiWT+mWgi4zhxXVbeWhMPnIwdHjbLzWJ/eXlNDa2kZ0Zg16rAUQMapnmziC7rAKyJKNXyoxY9OoJnaPjRWnBFrJys4EgsVnpFBXXkjd0cJ/7c7TWccljb3L5TQ8RFZfCNz+Xo5KOj8Tz95+uYPk1p/FTVQdmdTIzJ2Xyl8uvAUD2W/H7nGj1BhLSBzAoay5K6ehhPCNHDOenLZt5/8MPyB00iEkTxh+1TUClxGZz89NHz7OhYDvR8ZmIvtA9m0wBLjtlMDOm57F780Zeee0Fhk/IBsDudrNv6ybuuvxsTs1JBoJMHdS78EpjWSEepwdLRw8+mx0FGlrqDx7VxjC/nX4ZacQmJHKwy0VpSyP1PtCpNQAoBFh8818gAGXbNrOm4Ge6O7uO2qdGo2HlypXU19ezY8cOoqJ+H5W93NxcDh48SF1dHa+//jqVlSe29t4vqH0y/YdGc+Nrj5OVnsppc85HGXtyLVVkv4xKoUCURZxOJy6XB6vTyfnjh2Gpa6CscAdJxkSuu+4qFPrfFvIbDMiMHZbHY3+9g5HDRmCMScUYncQ4ZxRnGlLIi9dTVVtNEJmKqmoAEiKNlB5sZOnn6xFFkVde+Zj+A0NquG6Pl5p2Oy6bjY64iVRHLaCxw3J4vO62JoJykL3r1/Lwq69w53UXAlC/uxi3L8DefW0UVFtI1Ymc3AFZYcL8e3By/fqF+c/F72VicirDBuQQr1Hxi8jX/r3FOFwuikr243J4EYPy4Wt3FZsY2D+DWq/AjOw4FpwxntnDQ0pZtz1/O4MStazaso+b5p7GKYMGEpgbCtFQKhUIKi3mrm6uzx+OKyOVX4I7rB4wGqLQawT8AS1pCWmAjNUtUdcqkKCSiQ+IyMDXj11/YufoOBEbqcUwYDQ4GnE5JCpq6oiOSuxzf4OTk9n86l954/6b6DG1MjEvHVE+PnkOvs3LycwaSKwijjjBzeCsZKrbQosOERGv10+7043o8+FXKX6VRHx3j4UFFyzgyisWsm79etxu91HbdDT3MGnKZOKi0gmkpOGwd2K3hXL2ZE+ASIXApk3lnH7xTUiShKU7lBOilYKIAQ+TRo/E7vQCIoqIyF7HSkzOICcjDbVKh+T34bM7iIs98cqO/4m4PG5OT4nHZO7AgESGoGTGtJAcvUIpMrlfFH978nHiYlIZP3ggyalHP25oampiwYIFTJkyhcbGRlwu1++icqhQKDjrrLNoamxi0U03MXPGzN+lpIJKpWLMzFloJS/XPPZXFFGK3815PRKnT5mG7PPTerCJ+oMNdNnMyLKMr/EA8QMGE2v3ohs6kvve/QZR+G2bVHabjTMmjKKgoIDrLr0QQ3Qs2ogY9ujVbOpR4m5pRpAFvl25lqqO7kOtRC44eyrD+/cjIS2H6xdeyM512wDwBoJI/acwYtYNTIv3MyN2J5MnjDo8XqROh1pjZPDwXARRhENqnBISZ/aLZsbMAUwaEEWqXoFB+e+t5BomzMlA2FELc1Kgcbs50FjCxl37UKoVyHLIcVLGRzAyI5UByYnER0UgB/+hHJfes5xhXjUXDIqlxi2wbksxw2bPBED0+PF6/ZjdXvwePz0WC25nKDlbkpQ0dLZjU+pwRxm47tWPCQZCC5Ld+w+iESX8XhGH1Ybd4UUA/D6JSckCWVow+QFfkL///cSLNBwP2ixeRJ+HA/vrcNo7OOfcc1A42/vc38Sx+Vg6urGY2li1ahMJKhUTTz36qVRfeGj9zzz3/W6iBQ+eYCxWiwvvoXekTT+S2roWyot2UbS3FJdgYLtr9lH77O4wsWXLZjZv2Ywsy2g0mqO2KSv9GYelh/yzz2TX9l3oRSWR6UkAmKxe9ra1YnF4MXc1Y2rZzLXnhNT0clOiqSvZhzLoYHz/aIKynweO8l7Fizraqtpxd3ZgcXlx+Vx499cd1cYwvx2Hw8U+XRw/rFvPtoY6ajrq6WgL1W5EkFAoFASdHu5+7X0+/HYNB6prjtqn3W6nuLgYm81GREQEzc3Nv4uDZLfb8fv92Ow2ZKCmtobfwV/kvEcfRB3U4+wqo9NZR1Ssha7akyv5UqFSYnF7USQbSUlOwOntQadW03awmYYdP+K2mnn/4QdIGjgWUfyNYlQKFQRdTBk/HsFnR6kxoNYaCAZlvF4fqckaklPjiDNqaO8JKd4KCjXt7T2s3/Aj1s5m9vy8l06zDQBfQEahsTIx3YXZ3oGoVnHj4qsODyeJAo4eC5IujoBCg0sdOhG0eb301yt5/7MSvN4gBq0Sh+/EhueGCfOfSNhRC3NS8EIgyP7yA5hsdvZVt/HLq5kdEU9tUwefbN2Fzy/jC/oPhyl+VpTOO8217GqxoXU5UIrg9IbUAJ+95xUaerzkp8fQ3mOizmrBXl0HwJxzr+SjfXUcMLVhczn46JI5TMgZAECEMkBQcuMx26ls7CAY9KIQISnWy0Gzn06vhMUVoNUj0+7+94j76DQ72Pz53xmcP4cX3v4EqaWO8cOH9bk/s81CT9BP2RubidjdxaK3VtDU0nn0hn3AK4i0eIN8Vd3Apo0HuPC5FWgMoQK+Wzbt4Yfydsx+D5u2r+Kr7Qewdh49766rx0plVRUHa2rQaLWHyw70hkpr4PZHH6dl62bi4uLoEvxoIn855RLY1eIAfFjqixGUqXyzYR8Aq3eUISlFArIHQfITDPpwe3t/rzxuN7E5Y9Cmj8PijkabPAaX03pUG8P8doJykJ93biclPx+NIQKzILL2p5AyYoTBwKp9jXy7chnDBmewYlftr+rT7XazYsUK0tNDIa+/l8BXSUkJHR0dnHHGGVQdqKK8vIJjnBP/q4hLysbW0oKlXaTg/aWUbN2GKB39b/BE4nK4SU9KZNjAgQS1Ct5540skScKvVWJqqCdh+EhGTxpN9b4NqFVH3+jpDVGhpaa5DYPBSG1jIw88+DxBGdxeCZdHwz1r7Li7beytb6ND2z9kX8CHyqDGZLfS7AlgjDcSPFQrLS4hBbs7wOuF7SQkxOPs6eLlvz0GwK43/wuVUYciJgmvow2/y8r+lR+G2mkUvFvjRqvV8HNjN7vbHWG1tzBhTgBh1ccwvztCNMTLTdgVIpIIbj/4g0EQklEpHAT8NgKHnDNREJCRkYU01MoufH4vUSoRlz9AMCgTF6Wl2RyDIIcEIyQRlJKIJEoEBQGnJwGNop2gLCPLMoIgIIoCoiDi9MajFpvxBSHKoMfnD+Dz+/D441FJPQQCLhRC6KUMyCAK4JVT/9BKe0I0RGhMqFVqAn4/iAKiKCIICjrq9H3qUxXXRoxRh1KpwOfzY7LYUEgins7kY2w9qOPakEQJr9+HUlIQlIMEgkECcgqC0IqkUKPADzL4EEEQ8XccOUxQiAaV1EpQBlEUUCqVyLKMyxNDsPvI+1raJBOCpCRGp6bHbkdExO7xEpSTmVS6NGSrUkIpgEdSIuEjEBOFr7kLg1ZJwB/A5Qse/sHbmvqnI44VneZBowzg9XhQaTQEgkEcTidOX/wf+l38I3CaZyUqWQy9E04nfr8Pr8+PKi0Wmv4x+QL/+Hip0+J6VX30t5oJBoNIkoQsywQO1ZvblnbZcb6bf7XD09SJXq9HpVLh9Xjw+f0kJCTwBdNOmB2T+R59Vw9BOYhar0eQA3icHgIIbIi75ITZ0Ru5fI3C5Ean06FUKQkQxO8P4NAEyemR8fl8BGUZlUaLWm+gp92ELyWqz6qPnqbQJldUhBFBEDD3WBEkEaVOg+wOhVVq1EpsdgdpSQmYFEFsbd0olUoUoogoCthdbgiCmBKB3uREBhSShFYhEpSDCIJId4SKGKcXUaHE63IhKSQklRoQ6FDKBFtCYZVqpYDXJxNERkqMZod0zrGa2jBh/l0Iqz6G+eMhRMOjj7fx7isvkJSQgOjz0ma2ELfwSUBC0j9FhCzjl0ErhfLQzN6nMSo+R6EqRAKumjeT8tpmSmobqWp/EndHb0naaUe04/JZK/C4faQnpLGnpIhup5uxkyex5KWzgNQj9Hdsc4CEaFgw/SUkUYHRoabe1ECHzcZ1d7/AojtF7p36X1g90NnjoqHTjtcnUOZ4FoN+Azr1TmLULrq7rfiCItMjRZa2vUNUzEJGnpJMycZOtGoDuXlD8CptFBTczpN3FVHww9eUldfgDsjodWpOP30GcCHD8z5hX1Hx4eLi/Y0SLn8M8Hyf7s3bmfT//UvE4Xu+Y1ERb770NAnR0Qh+Lx12J8Pzctha9SDJhhuw250E/QH8chBJEIg2pLDgqicZPdTCfy9dRtBmJntgCuUVtezc/ygpUS8y/7Rx7Nm2kRiDmoouBQ6/TIftWSI0L5GbqmNGfhTDTs1DFgWuvG0tUzmdfq/8QHxMDE67FUNMHBFROlraO4GHmWl4iBZJIlINyqCXRoeXKt/LwJF18dMuugq32U1UvJ4or5dOk5NvP/uch1nDJv53p0uIhpvPeZmaVhOxsQnsLaph/pzJYHHA20eeX3OT+tD/6f7pX4/uVF900dskR8awv7YLt9NJXLSfZpuNHQUPH7XtycxVr93F2ElDeOrZ5aSlG4nWSdz1wFM8TGmvDlLtlc8jSQKzxo3C7nazY/9BkmM0bHpy2RHHan5zDeatJQAoFEqCwQDIMnmf30P5Xe+gm3MW7u/XIooCeoMBV95gBtwylQ2BVl56+kmMEjj8QW66624UkgQS1N31DiqVAp1Gi9/vxxcIYLU5mP5FHA82l2Otb8aQlYmn7iB/+cRE0uMLyG3wUvbFWsxmM1HRUcTFxTEkbyhbZsTTcM1SpNxh+CvKiM7MYpAxwLbduxm49DbabnyLiRMmMGToUFwuFwcOHGDP7t2Uvf7Vv/5k/tPrNJ01lF34BAAqvRaf042kU9P/uevYErvgNz+/f8ZNgPva61i/fj0qlYpgMIheryd7/ASmxa1hxmdr6ezoxusPsvVACxfNn80Pkwaw0XjuMbWjNyo4938KwP4S3fi/pdL9RlXEjPd/pLi+lTqnl4sn5/DTvjraJYFrbp+Pv0bFj+tXUdHRhSSKdCoUpL59C7uTLv3XTv4p7fXdntUICGz88j1sPhXnXXwRfmSWRogML4lj++qVNDXX4XDauOGuR3G7PPw80UrD/R+jUSqxBfy4vX58fj/9X110rD+NYcKE+f8IO2phThgzZnr58MVPeXnBQlSCxEVLviZx4mOAhFZaSYQxiv79slGoZMrLyjB3O/F4tvLiYg16nYGBgzrRRSSzdu1OFv133+2YmLcXpcnGqWefQ9UwNW99s5pEbSuc4Do9A9MLmDLyPJp37SVSLKJOYeKDJWcCGxiTW0xMzgSWv/kBdp8DWRQpCT5MhOEAd53fzcxT52BzmKmtLuW6J18F3iEp7muSVIPoNzTA7sp2xuboEBPMFBTAWdO6kZo2cvFQCYWgpardQmH1FuBCJgyp5ruH/8TjL77E1sIiKs0WcmMyj8s952bu4Yqptfx5wWiyMxM569aH6J/uYGsVDM8uoqelgeyMREQFrNtZjlaZTX7ObVSV3MefzxtJ/vgF/LzhK7778nkQHmXMwD34u7bx1j1T2bVtC0V1XayqkcD2LIPSt3DNtESuvrA/Un81skLLZYtWAqfjXrkTW1QMCjFIdHoW2TnxRLSHTkQunt/BvKljQNKwYcMPPP3VDuIjl/R6XzndKn74bA0vP3EHo8eN5YKbbmMaiRzNBRqauoGWA8UsuuoWEm85g/0Hinn7wy+Ahcdkvv+ZWNXXpCZOYv5AgaDPxV6TgxUlP8NRrTy5+fShz1ghOknVR1K3zsnPpg7M2z2oV1/Ta7uIHZXkZCYypsWN1eFEsAr4fRG9tjFvLUazvZsrrroeW48DlVrF5oKNAHQs24z2m+18+8RNmBpbWbjkK9QZJXDLVE6XkhkzOJ2etg6KulW8e8lf+Hz5VzxGCeavt6PTqQlo1AQDQfyyjKktdIoyqKySyioYr3YgqYwsHezkL3YHez76ngcmXUh0dDSRkZG43W727t0LxGM+6MW1/B0uv+EmXrp6DitfXsL50y7nTcC4p5msZA/pWgcqlQpagpTvajzqHHeu2oxO0lL+9ft0d3Rz3oNPE3R5ftXz+b/S8OyzXDZuLBq1Crvd1gcJTwAAIABJREFUzrY1qxFMJsjNJ6+ylsSEZHpMnZypULPspU+RR90NxuNiyknByue/pnzjMhIGjuS+BXPw7qukS6PiPUcmz80cybzx04mNjGb7z5v521tH3mT4haFdQfZ9+Ti3j40lxatj+4+fkjDoEsiGkf5+zBs+l9aYWvaV70Ox14IaPUyEh1L0/OmWu5ElidbCbQw4+3aynrn2BMxAmDD/2YRz1MKcMBSigkunTGD7zm2U7i/k1SvOIeAPvYKCKBAdm0CkMQpTh5m4pGREUYFBq6W+oYHNuyuRBZHln3/J8CFDf5MdXS31lDU2snnjOu57cQlJhiDdTSde3lyp1NDZUIfdb2F9aSE2rxPFISGMcdc8xzvfbmHaRVeRkT+EiaeORiEK/OW2GzlYUc5Lzz3I+m8+Zn9pEcKhP+MIXQzNWzpoNftYvPByFv35RnocodplaZlJ/LytiZo6K2jiGZU/gmtuuAUAhd7IC0u/wGJxUGHuIS4yAlE4Pj8NyakZzJ0+idzBQ7jt+bd5+qbLUR7ajc5LScfl9pMcE4HZ7CJOoyIoy/h9QYr27KSmrp2n/3YbTzz3OmdOywFgwbQ8TJ1WNm/eRk2jCYfbiyyHbL91bipvbrMy5PJNyJY2AqZ2hEMiNc1tJorKy/lh8y7e//RLFJKIeKhIbMrg0azfWkhpeR27K0xcNWMQdmfvyo/+gJJ+aQaKa/dTUryTmWOyCcpHT7R3ub3EG6NZv3YjBatWI3hlmhuPfb05AK8okKOx8czSj3n8s69IEzvoMZuOy1gnkgm5iax76maeW3Q215ySwWv3Xc+wYXlHbed02PDYbew7UE5dVzf79u1CVgR6bTMoZzTxcUl4PB4EQeDVlx9ixMhxAAiCwBMXncausjoyB/TjwfMn4KipA+D/sXfe8VFVW9//nuktvfdAgJAQCL33Jk0QBBVBRa8oiuXae78W7ChYABU7oCC9Se8QSgIkIb3XSZuZTC/n/WO4+j7v+5DcJ0iu3iffP+d89j7r7Dllr73X+i23y8ELm7OZ+NYGHvtmM40WJzU5ey/3KvDLd8tY/vbzvPvaE6x876XfVB/DUibz1pqL7DuQQ9CEj0kLm4WAgMvporq6mvc/fI9Lly5x9OhRXC7v/eusqEQ6/T6OVZnI2HeQRSu2kJ/rlW0PDg7m8OHDnDh1ghOHj7BmzRo0Gg2t4lHw+MzrUMsC2Zhdwj1TRrXepo24PW5qamrw8/NDJpMhVyhISPDmXn2z/Tyi3kZEQBxBcfGk5xcj/Q+fxUgFKXfd9wwOczObLpbQPyYaX7UGt8dFk1GC2Wxl16+/8vGanQiK1tV1jcZLZOc28d2KMu7+x2GOb8tAlHjfVXOGRWO1NFNTUcaeg8fY9PEbGKq8uZbBQb6UXjpH1v5fePofqwjU+iD8G3IYO+jgfxv/4a+4Dv5MKJVKHpo5kdtnzSK5S3cEhxPB6c3kcIke/DRaykuL6dszFafVhoCH5G6d6NurJ3PHDyeicwq3zpuPqbn56uyQybj/rkXMnDKZFUvewcfmIiCk/at2RkV1J9ovEpVHyeiUVDSCgI/GG3P0wfJVvPDUC6SkDOeuW59AIaqxOD18+N5yokKCWfzoK8R26sZ1193MtJ7eSUxU6GCaRRfjh45h6qx7kGu1hPh566FVllVz2+zBJHeJI1irJVCno0c/rxJjcsoQnrx1Lp+u/Ix4nQ9jRo7Bc42K7dotVlRyP84eOcQHzz1ObFQMLpf3Y69QWgjQKtDrm0kIDWDckK7YHW6WbqqhsMyMscnI3Nvv4vO330Fm9I5Tz+4JWO0Ghg3qR6CvkrhADRKJV3ggTi1w+uuRfHN3V/AJ5dSu8wiXFdgiQoMZO3gQn/zjRZa9+QIXsstxOr3tygvSmX7zJAYMT+SZe2dSYxKQq9QtXtfuH9dxzw2TmDBkDAICE0aNx+gxtToeZVW1zJg0ml6piUy7aS5RocHMHNy6k9EWqupMSJDw9oOP8tjk0TicTsKi//rVauUeCwoMpERH8vfF9xBgrEew/wvvCA+MHTQcf5kSwayn75DRSFqZ9Xs8HopKLqHWqHng0Rms27gWpdobihr2/PP42ZsZ3zsFe0UlU64bhUTifb/VrLqfCSm+bLi5H2/Nn4XM1sSQqfcBkNwtnqaGBk6cOkNZSRln0jMYmOpdjHI31vLJvBQm37KY0x9NJ0wwABK6dO0KwM1zbiEyMpIJEybgcDoBcFUVo2yuo9rsJDw8kNw9K8k4fw7wCpXMmTOHpsYm9Poqnn36CSpKi1sfK0HgtnHj2L57N9MitNgbG5FIrs30wdfHh6TkZNxuN5GRkQhAWJg3nHp4uD9auS/NlVXIjXZCfH1QyP6zpzEDw/xZ/vhiqnIvkVVWzoK5M9FIYdknE5g0OQrB6aahWM8jcybTJ/7/DTv//5FZKkjxDeSxyT1Y9dhEuqmDyDq147fjSqmEuJhYBnZLpFtEJANHjwOgvtFEZWERhupmPn/jaUYN7oVUdm3KrnTQQQe/85/9huvgT0X9zx+Sc8HDkfwKmsIC8O0ZScMvbwEgyDRU1Vah9tVSUVPL9Xc9h0Qi53RmEQ4BMhuaeP31V0gvzOdoYetFZFvCUFNMTvoh8svKOXNyH3qzAaW8/aOAff2DyTSVUNxUT3pJCTV2K5+v3QLA8pUrKco8TVNJDQaHnpd+OgQCiEjQu9RUlWRitzk5uHcdBql3PCSuQowmK199+zXnzxzgq/ceISHGG8Iokaowm61UNDWi1ck4VmokyMe7kr5+fzq7jh3jhWdfwgFUnttNpena6Pi48aAYOgVRpaXBE0Sd6GLDHm99H4/HzakSPSfP5tJgtvPl1nREj0hd7kn6T7wVhVxGU6OevKKLdO+bCsCZM2eQIEPh54fdDQ6PiOxyTbwtJxqx5lXy7I/FYKqnyC7yT73xan0d63ftY8kX3/LD1r1cqpVxINu7m+LSRPDyB19zsimC/e4eBI+5H4/Y8srxByuWUFBfS3FZHnuPnmbV2h9wOVoPDbM2O9i/7xjrPt7ExeNHOHYgjZLia6OQqVD5snL/SV79YClf7tjDwewySovKr8m52pMLmaX4B4VRJ7goLqtga5WH8xcyWm03tnc3cDsICY2iS3IqUq0Ot6vl+z4/Px2LxUTG2Qwmj72D0ycKObR/NwBOl4dHuo1m864jZFrdhHXpA/d7d60/yXex7cwl3jpRyE+HD3DyYh6d4rz5sC6Xm2ZTMxqNFpPFQkhwMGaLGYDTRXrq/IMYcN8y1lV1Z+7dSxEFGQP6DaCiooLtO7ez6P57yc7Opq7euxPrsdbhaDbicTfzwDOfodVqycjPA7wKkw0NDTgdToorqtHXNyHIFK2OVZJ/EGofFe6qRmyCDKdbcs0mDwMGDKC8rJz6hgbOnjuHRCLx5gICkX46CotyUEfHU9mkJ0DuweG8ujplf3YsHjfzn3+dhtxsas8d56v1mwnTqAjQDOfAwTJufWE1PWO7UNXkQOnz/ybP/f94PA4yqoxsOlnM12tPY5VJ0Gm9C1gZBjvnKxsoLqnB3GCmoqkR8fKu2bEsPfLAYPRW2PjDDnYdTvttF7eDDjq4dnQ4ah20GyZ9Kde/+wR1545S8MN6stJP8EmKd+V71LQH6NJnBHp9HaW1RkS5DoVKjc7Hl6qaWqoLc8BspbGhho1HLl2VHXKVjIKiQoICQpHKZAwb0x+Jx/xHXOL/CB9dIOExkag0KpQKORa7CwTvRHH31FvJOnGJLsMH03D+GJ/+4zUCJVIEmZRdGc1s3bae4rx0fj58lr2nvWNoKnficAn4Rcfz9fp1WFQeGhu8Sl13LHqME6eyCFBrqGhs4q3VPzFq+gIADtW5aBKklFqMGD1u9pda0buuzath3q0LGDl0GHapA42jCq3bg8PtPVdccl8UgkCe1U5FbSkajQyX24XbZeXXzds5c+EImftP4B8SwaGTZwAorTPi56/FI1WQ3KUzNrsN3F6nu94pMOu1THYtGw1yKfe8nong8R5zyDTItL5k5+RTqLdx4tghzp89BcD6fSfod/2DKH0C6dOnG9WNFiTSlmshxcYFcsfjr9Np8lyuf+RZZj32IkeOHm11PKTaQOpECUNuHEd2WSUD5t7Jiz9sbuvwtoxEoLiulEa1jBq3SGpsJIF+VxZI+atQ12yjqLQc0epm5P2vsyctkxMHTrbaThsaTX5JKZoQHY3GZuxuFzZ3y851QEAEXRJSeXXJvQQEBJORfgGF3LujZl/2MfZ336H/vFvpPX4qosuJf5O3sHny6AXsPpHPsZJaugoGuiXEUFbmdZLdbg/lehMOp4OoiHDWbNhFYIBXlcIjGAlQaDlyQ2+qBRUSTQRIpHg8HsxWMxqNmsrKSrRaLUVFl8sBiDIoOIF73w8YZXKefPVDistKASgsLMTlcjF27FhunDkTuVxOXV3rCwOVzVY27NlLz7EDKK6poaqmEZfn2izmxMTGUlCQj81qw9/fj+Dg4N+OnazV4++rpjk3Ex+FnEiNHNl/+q6OB8oNJiRqGYLHyemiKvIMzTz43Bf46nyoa6jjgTWb2XwkjSFzlrTaXX1ZMWdKjJQ0OLHh5HRFNb8e9oZAyyUCvebNJL+uFrvgwWY3knbQW9dx7d50ftqwlbKCXOK7x2O2O/hzi4Z30MF/Bh3y/B20C8I1mA+2RYq8JTvaU9r8WozHH80fPR5/lmse0bjjiscOB1y5IHZL4zGGnVc8diXlwfa+F690vr+6pH9bxr4tbVpr1564Wvg0ytqQN9TWa26L5HxL9GfLFY/puPJiyYE/2I4/C22939ryf3pauKckLdxTf/Q90EEH/wF0yPN38NdkSt8oLAYDk2bPRl9ZR2xCJ2QyJYuff5eX7nmeEUlakhPDWb/xCEExPbjv7YW887YdU+VTLP/sB1wNTho98MXbf+emJ97Fz1dDZ3/QqWWopVBa76LGKtIktbJp2XI+/Phr/Hx90Sol+Pn6sPieecAsKrOqeHzmOCx2N93DQijU69meWQg4r2j72k+P8uKSm4gIDGVUuMAPWTX4q6ScrimlU0BnXn75VXr16oXRaGTxYm/uycXyCyR17okcNzcM7M3gKF9e35eJ2WZGbDzbPoPeCt4adj7gsrP0sfm4zXoWL9uJIIlCCChmZGJPhvRP5cSJM/j56qiwRlPV9DPRAdOwVZ7n4REpyKQixwtq2XCxlFoaWpz4Pz95PD2SexCf0B2ToZ5jh/aRUX+BX07pmdqjnvrqZ+nTV8feg/sJT+hKZWU38opfu2J/VquVvz/8MGXl3t2J4OBgxg6ZyJ3Pzm/Bjis7Y7Rge497JvJGWAii0Up4YndOmayEd07h0zlRbZ6s9PINJTU2huiwcC7k5+JwGAlQCEB1m/prifZ0yPauX05Zfh5OwUVcfAKmxkZsTg9BDxxlEvv/0HO1NPZL7uhHbrmBuMhoSmpNfLHjKAgSRAF637AZJZncMX0qBoeFJV+tw22xMObCZ5zUzKJ3rD+3Tx6Jyi+E+5asQgzWETG2DzXrD+JwuNiwaB5bcor5Zv9Jhjo2cVQxnfjIaPZ+/CZ+/UZTvHE1k9/4lG7ln3ExeD4Oh4PdX79DRXkxsx9eQmhEGEkVX3FAmMyXqz5l5pQxFOZkk5CSzNtvv8ext2dyWDYNQRC48847WbNmDVarlQFFX1Hz2jqce8/jd7m2VkxEOFPGj2Dd3/u3OB6l1TsY1/sZbh6Rwt1/G8t3S39hxpL50Ktt4/txwU62TrqTFV9/gctmIzv3Eg89+ipxlo1teiZOc+WaXKPZyYXgm5nRuycLF9xBYWEuEd1SeH2c+v+Xy/83sWXLJu655x5CQkJwu1zIpTKqamtIrvmWqqAbGThoJNWNFSiQkpWXg8HuoJtpE5ZhryKvr2FkcmdK9Q2cyCtFUGtJKFqJaeRGcjMycNmdaLRKIqMj2X32ayKkVxaBCfb3RYKEG6cNJyIygk+/3IDNZqN78zqOM/W/bTOGneSGzeHpudcRLFFwsbiGw0UlVDYYyC/564sOddDBX5UOR62DdkMwO9EFh9GYmY3VYOdocRmhl8UMXIYSsi6KnD50jIn9h1ClFgERmdPEznXbSA0PISxeoLCpkcNHDnr7E0Qeu/d6kiICcVvNfLt2N99neMMAH3riDUL8ffB43MgDA7A5nJw4mQ7MQiaTcMvkQYwcNwHcdj56dxXnqlqZxYoCWpWGD24bjcVQj8Nh4+sLv0+mq6qqeO+9dwgMDKJLl27k5nrDM9Wih09vn4VfXBxNJXnYjXVMnHLlYsb/DmRSD4c/e5PY5O7YKgt5afVeqowiKEGKlJtGDeTe+XdQkZ3GoiVfYzJbcPm7SQjQERERgVyuIMUusiOntCVfFwCr1YFU6YNHpsbjkCOTqojs6genQK0uo1sMLJg8gnv7+/DU9ydorL/YYn8ul/s3cRlRFNHr9Rw4uQf444sFSyRqtChwBqjw8w2mr1ZE0y2FFr27VjA1NpA0eSqDB4+gr76Gn3ftQajP/uOM/jcx46YH6RulI9RHia9PIA3NRo4W1fPtA8Pa1Q6tVsrE0QMZOHo2dflnObJxKUNnPAxSKK+v5PHpvQkIj0ZmauT2cUPZW1VDFhDo44PN7mTIoJGodD5EhG+hym0BiYBSrubV6UPoFhXPI8k92XnWW1dNFAXGjRzBmUNHqdm4iaziS8RHeIu8x0REonSbsFmb6dl/KNOH9GDTsUz+KRvz5bsfULF9K6KxlvsXzuOuO+ZxDAsSiYRFixbx6quv8uabbxIe7hWLkEolhAUHEOzvT2RIEMMGDiCpRzfWtTIebo+H/vHhPPjwFCQSgZsems4zd65i/Zmb2za+uiBeW/IyotGOx+FEp9AyYfxwctvUW+v0jInkxskTkIluxs+YS3OzAfjzOBF2ux2Xy0V9fQOhoSGsWLGS1159BROwfNlHrP5sKV3UEqobmpBoFDiavQJGNrOVmYMGExIaToBvJVq1lnWHz5IAHN77Ln+ffCsut5sSfRPf7PwQidCy2JPd7iIpPoKgwAAQRaZNHMp3639t1f4J/boRGxTJwOETmSBKML73POcKKv6Akemggw7aSkeOWgftxgVLAyqZSHpOHqcKipHb7TQZvTkcDpeKquI6kmNTOFtYz/b1W0GEVZ9/RM/YIAb0G8yT9y9GF9MHnc37kZIgITEmjrMncygpKiI8IIBgjTcxfliiL2/cOYeHJ4/h+b/dyZN3z6ci2ytaIUgEYjt1IjPtGOdOXWRA7668MLxlyX9jvQONx8qTq3dgsRixOQRUHm8itb+/P9u3b2PixEnMmHEDjY2NaLVeVUK3VKCh2czeX3dT0ejk/nGD8PfXXZPxbSsep5u9JzIxNDbx+ab9rH36RoKDvDkybpeTi3klmBorOX6pnHeeWoTd7kBEJDbQnzKTh4JqPfmaSJrNllbP1ewUWbL5GOfPneJigwmtVk1zpVf6vqxWyr1zJhHstPLc9wf57JFZiPKWpeqlEoEXH3uJSSMn8/aL79K9azLBvi0VQm87N/ZLQKFVsHZvARKXi13HTqH1ubp4zih/KYZGM0UlxXzyawaRkRHINC0rTP4V6B3nz00zxhMaGkVQWCA2UcX4yRPa3Q6ZJohIXx1PPvJ3CnOz2bPxZ/IvTzzD5aHsOZvNJ6u/I/tsOlanmYdHjwAgMlBHRYOZ2198lwUvvU1VdS0ymQyJRIZCIWXJloPM++AzdmQV06dz1OWzidSUFnP356tZsXs/a9NyOX/xPABmu42E2Bg+/Xo9b/3jTc7llyOT/B4dE6gR2JVbyNaMfOob6vjiY2/dPolEQlFREb/88gtTpkwhLS0NQRBwud0IgkBOcTFdu3bjlaXLuJiZ1ep47Nx6ntMNzbz/4Q4WvryZJz7ej83WdoVXhUKLxepg/uOPUF9bwfq0i/RO6tTm/lqjosHEkyu+x1av5+C6H1CJbnx9Wq591558vXo1ISEh3HvPQpYuXcqmTRt/y1V1u6wE+/ijtzoICokgyd+f8dNv8jYUJOw6fZ4afSVniivxeBRIBe/3xSxKOVxlJrxrBNVSKSHBvtidLauaOjxuGi021m3Zz9mMTA4dPkVUeOvbjomd4pEogjl/PpdjeVUM6zeCxLhr93920EEHrdPhqHXQbpTmewhR+REfFcXAhM4Ibg+eCu9EvKHZyswBqfRPSGB2vx4kxsXgEUW0OgXVdhmzB6WiFRV8MncWe3d5d6vcItgdLsaOSUUlyrlueA/qL9e78gsOxVBfRerAgQSHBWJrbmLIGK/MsFwuRa3wIchqZ9T1k/EV5DQlJrdoe7NTQW2zmc//NgNTjYVhnYOx2ryroRaLheHDR5CUlMTatWsJDQnF4fAe+27196h1OlJiu+BoqCNIq0WjUl6T8W0rGo2KKWP6YKpr5JFFD+AGLGavuMojTz9Hv9QURAfMmjaFvLJKggL9kUnkBCoURPqrqNY3MkZq57kZE1s9l8Fg5LUZw9G6nQQbygjXBaGO8IoBvPB4JZ17xOJRCbz/xO2Ym5SMjIhtsT9BIsXpcDJl2nQ8iNw4dTbN1tYdxragQobVKWNanA+eZpGF9y2mvr7pqvos1rsY0j0GRdZRXr+xDzJBhuBpuZbXX4EBcWF0iwxh2tQxjBsxinH9knFajO1uR3lZNe66Op67bz5dk/sS6SPivKxUV9dYSWFtE4MTu6BVa+nZqw/vfHV5Mcc3kAdvmIDMbualaaMY0DsFiUSCVKFCKpWz7anH+OyBRSzs2wfh8i6yKHoI9tXRNzKAOUMGEBOgQRS8/6Xo8TB5aB8mjRjI258so7S2Cdf/VQIjKSoKrcnME1NH4bIYmKK8rEDqcrF06VJCQ0PZtWsXO3fuRBRFRFGkvsmAv0aDXK5gUEoSam3rVZ8/W7oFlclMn17xzEmN5pnp/UHW9sAaUYSYoGDWvPUuvhJfFg8dSJjGv839tUZk90TeX3AztQ1m+vUZis0l/sHZIFdHdXU1NpuNW+bOw2QyMX/+7Vw/bRoAd9/1d1yCjHC/IEqKCrA7nVRnHAFALpcwY2A/5E6RwQkxxKhUzBjgVbb95MPHyfjhXmZ1CeHMF4sxm0q5cO50i3aIQJC/L3OmjyW1ZxLPPvMA/VK7tmr/+XPn6B8QRmJAEMPCAtDJ/XHY2v+57aCDDn6nw1HroP1QwIHMAurKGygqL8ThdmEP9E4ubA4XR7KLeGflWh77eBkHChoQPSLu5maOHMrh8P6TXDhdiN1uo+CyMpsoenjqw3WsWL2N8wcKOXryPO7Lt/S8W24gPb+MnDMnqMkt4x+r16LQeHeyyoqKCOs1kKZMN1n7tqOM8mHu2PEtmu4fEIhbUFJYmo3GGUVWZQNNlydaLpeLnTu3s3fvXsLCwjiXfgaLxessGGwedlVYEOUQ3jURtyDw9fc/XpPhbSs2h5sjFzIxl1Rz4fBmvv81DR+dd2eye0pvzuflU1ZYRvq5NG5Z9BgAgsfDjoIKassqSIkOp7LJwMdHMls917kqgYqKUjTBYdTUWkl3ROKRLALgzY/Wkl2Uy87l22jIzMHjMXKmqqyVHkW+Wf8NotuDSqHyOsjCtZm5lTeZqG7wUGBxozc10yRTorrK1XyJbwBHL2RBs5zitAPkdh6Np+/wP8bgfyPpJTUoIuJwO+3s+f57uhblEBHS/olEPVM6o4mOxmwTaHTKiOh/PVKp1zHxCCLJcVHojQ10TepDgL8/jS7vAkta2hkq3DLuGDCAPVUNXMzxFoz2DwlFopCx6sQpsvPrqGqs4VxlzW/nW7tnLw6PhA937UetVmJzeJ3CPt06U1hWyalDZ3hi/j0ABAT+7tBcqqgnU1+PKyEOTUgUIz7a8NuxwMBABg0ahMvlYvbs2QiARBBwOl34hYbz8VdfERYRzvJvW3+vCHawu2y4zCIRgUFk5FdQb2i74q0ggrGmGYkbfCLDcJjM5OW29sy2HY9EoLi+lqU//4w8NACbx43nGqlPtgU/f3+cThe/bPiZo0eOkJt7ibPnvDXsmjwefGQKmqwW6mweRNGNRfB+yyRSKQVN9SikUkymOuo8ZtaneXdjewXGs/qzg2iCfJi5YCk7Xj+GuhUROIUgweF2kZNfSnB4OJ+v+IF9x1rPix7UrTeZ5aXoggNoaDaQWVeOqpUi8B100MG1pcNR66DdEJpFzKIvWVU1WBwiHoeHjPPej1GDyUyj00FAsJQ+PZK5vndnXC4nl7LqmXrjOBKTOpPcuzP7qy1M7xV4uUcJ1Q3NxCfGIo9XU2Kw8M9F6gfe38a2SgcHz57jbN55ivROXlvhlT2PdhiQ2uyk3DWVzoPGkjxoKjJny7LcCqlISHAwRwrqMGmKsXkE1HKvQxAdHUtwcCgnTx6nqKgAp9P5W32Z7Kx8YpP78tr6LWhUSrZUy/AJvjaheW3F7nQQFhaNOVBJelk57qg+uBy/f5yvu/0RyqwmyuoMfLV6NXV1emwWE/hFUm40Ybc5uFBnIDAorNVzvfjG00gHTiLtyFF0o65DFplETFfvyrHKWs4tTz9Bn+FxNFWUcGHrDsb169Fqn6nJvVm56mO+/G4FX65dyfvvL2/7YLREnzkc1o3GqlSj69kT/+hUAkNb3vFrjfsXvMOp5Omsvm4xX0TfQGOPAdy74NU/yOB/H3a3m+ef/weixEPq8H6sLG8g0tj+uS6VJQUYayvRV10k4/huNM5SXC7vs74l5wDz31hO9+RuXMhL5/ylHL7c8QPgzXdMyyxgr9XNU68vxWKx4PF4qCrKR1+lZ/WeA/RKjuDnwnwaLNbfzueUKKgymwkP9ONcye+y93L/IHLKKukUEcFDDz2AUiHD3OxdzImOimZr+kXm3X4T8Sm9KKv+vZ1Wq8VisZCRkcHf/vY3unfvjgi43W70Tc1kZmaCCDabldyC1h2k8l7jqHd4ePTz9ZwrKMXVw94RAAAgAElEQVThcHE1+881lWXc/sDj1DTWcWjbDipNTXy6buNV9NgyDruDD9ZupG9CPLV6PQaTiT+TOHRRUREqlZJNmzYRFBRESkqv38ofBPspyTdUoPVRM6RTDKJDwoTUMQCEB8s5nJ2FW25Dp9VQXF1FbIw3v/Hn789icnnoNKwHb7x2K2GycNxFLZcLUSplZOaVUltXz/sffkF0TAQmo7XFNgCjR4widsYsVn69ihqnlSlzFnDDuPbNK+2ggw7+Kx3y/B20C38WafaWaEkV74+2/88iid6eZRPaeq62/i9/9Bj/0TLlf5ZSEdeCnYy54rE/WvWxJUbw35dikLYQL/cniqS7Ii1JqR9sQdW0F5v+29/PM6NNdrSndP/oFs71Z5Hnb4ucvo0r71gpuXKNuJaueQjbrnisJdXHK9Ehwd9BB/8jOuT5O/hrkvbtDbz+5DZS4yG3QM6H379LdXMuqTM/5Oc37saj88Mj1WLX1/HRqoPk1ezj+uGbGZ2cRURgKC5BxCWRsOnwcb7duwmafn8WUnunMHjwEFZ8vhLRT6SLuhPm5hqCtWocdgf1Dg8eqYR6g+mK9gkBcOnUbgJ14Rxfeg9aPytH0kp4Zd9FFgz8gLvu0uFxOCg5l0fuhRwixw5m8TsrmTFaID9dx4SYSELkElwaGbX1dSzPrsLTIHL7LbdSeDGP/Eo9dcZ6wIMQYOHgF9/QL6AReewAnKWnKc+4wLz3jnKmOYuv9xSx/eHZNJqtzB3Rly/Tykgv2s4Xn2mZM0PEuX0PWGv57kwRd775PEIAyMxywqO7o5AHYTRW43GB22PC4Km44sS/NScoQqLCZHUxt2cU+4vqKaizIPqUsm9jHmVlZdx2220ALF++nBUrVnCh7DxGo5Gkzp0Z1yMBi8dJfnk9NTYXYmPbdlQiIxcRHnQAs9FAnMSX/eWFhIUHUdFc3eZaeqlWFfESkUipGx+PlOV2Nz5ygSrrlWUrr8Vk5Z5BA+gVEohcp8Vpd7CnpJKsahNCQB6RmgjkgodpvRPYll6CXCWnxHASu771nct/N+3pjJXu2M7BqiJqa2tJClBRK9Ny400LOOozg/hHx5PqLqVz587IFRrMZjOZOdkcWTmXe9f/xJoVpfj7+TMg1o/nVm1m09aFvDx8BGVxiwmNiMJmdyAIApOum4Pdz813F3cRcaqQILmCeVPH8uL2E4BA3MXXOMKU/7Hto9nJ5Oc2EqMOpFd0ACFjxpN//DiXDHa+vTeJ5RtysGiiURmrOXfqIAfOF9C0+RXO3r2UuvXH0GpkHH1jLserLRzKLCF/3TOE+MrQSeQEBvtzobAalSBB46MkqWlDmx2yKzFyv5G4Mgcr33yBsb0S+HjzWZZ++hHfLAhutW3/gd0RBCnDRw7jzKlzHDp4ijHsIi35HQTBzYR4GYvn9CDj3CVePa+iz/77SI+7l+9m9kPwuPnseA6/Vpvof+odiLjyeVY+OJNlBy/R29/BLcNTee7b3Ri7yIjZv6ZNz/QYdnJA8DrDwQEB1DU2kpzyMBGHZjDykeeI00YTss9IPiYaGm3cvuIl7pqu4/AVHOgx7GSbeSyC4HW+lWopIEVyFSHcV3LGWuOI/Hr+1iOKEbFB2BstLL1YyiWLizH2TZzR3sTPbzxP3zHjOLH5Z2567X16F3xB14P5hGRVc3D9ryy+5Qa++WUHb6/bwMOJhWTcoEYpNOPedxcyuQStVoVl/C+kfFHb4fx10MG/SIej1kG7kZ2Zwfzr1AwdOBaw8enLTzDpwTkAON0urNpAMDRT3eBg4ey+PP6xiEQqQ+njw1f7DjNuUF+sTpH4sP+a6/K3hXcQHRHNB59+wpQbJ7NtDzQZq/H3keOjUjOoTyonLuVxrqSqVRvr9E2Unz1GfYNAtUFJzx6JKA6BCwkN1VUMHD0EjVGCRoS0omIAwqSBnG02YzTbcCEhO6cel8wbg+nBhQC8//z9eBA5cvwMz3zizSUZNuUm7Cc+RXRZ8NhMuABR8K6gnt+zl88euBOJSkpZcSFvbz2KcPnDffzQSQb5KiE6kQHl9b8bL/jg78jn7lnjCArSsXHXN6w/WAlXkdvv5yPn8zsHcjbPQKTeTFGDd/3366+/Jisri1tvvRVBEBg7diw//ng5R0YUuWVEH+bPmUpoSAwSnZJ7H3u9zTbIZDIu5ZaQsWQZO7dtpsRkBK0aWhY+a5FKj5sGt4hVhFBRpAsCcu2V6xJdK1S4yW+0k6DyJaOiCa3bjRpv2KxMhMXjezJ71EievEmgzgqDnu0IMvh/ac6yUW8s5O5JI1CrlZQV5eBxe58/v+BQjBfSsQQEIbPXI3o8uOxeZ9xuNDA5KZzE7ilYmiuJ8JEgvfyM1TboCVa7WTR5GGfO5/D+By8ihGmJnToUnUxCULAfMrmKQK2KBnPrIWUtYWusI7uyEn9ZMr4leQSpFfzs1ZhAQKBzkIpmUUuwv5bGulosFguCIEUqFbj/1tFEhYYzSlLFqXRvSGdskA/6RhdjE0OYM7YnR7PraDQYrsrGKyEIsGfLNsYndyY0OJhZfeOQCP9aRsXN99zAHbPuJNQ3jNzCgt9+d3g8vHtTJ8YO6EJGWTPLjjpxXs6ZlZgNxIXHktC9BxaXwL7Np2ktRW1jhYaKvBx++ehhGqwOFk3sw7u/5rT5mgF0Ki1r7hyHVICY6EiMPcfxoiAgkco5tLmIhbNHoz5wisG9erDv/U9h+hMt9levkLLymfu5+5YZyJFRU19PaK+hREbEXZWd/1NkEil9okIZOWYMTYWl3CKR8spJb36mQnAT1bULEqWSLt2T6Ns1AQ+gUKrwiPD4jROJD/DhrQcXcO74AUiMRa5VI26dx0PjYhndO5Z1R/PZrPtziWl10MGfnY4ctQ7aDbnKRpPJl8yLJaz6vpDSKifi5XowJpeWDV9txaHzJSIiCD+NHJlcQlyIL81WO0N79yC5cxx7z5xGlP7+ZVb5qjiVdgZfX39eePJZSvOKAZDIYVr/McSGhVJVUkFyTByLRo9r1caErsPYfDCfvoM7U2ew0ylSh49GiUbpS4RKRt3pIt756SgF+eWU53rlsEuNjUxPiqWitgm3RKTY6qTB7g1nMTTX4XY62XP4HK+9+w1Ktfr/2hMXObb9FILLysazJkRHMx8vvAEAtSqG5Ucv4papKdRLublbNO7L4U6OrCweeucHzm7fx09pRTRkeyc5d952J7fecAMpAf5EKANZcNPdvPJS2x0kAF+FjGW/FpNTWkuewf6b7fv372fnzp0UFxfz1FNP8cEHH5CXl+c9KAgEaxUcOpnFkcMHcNvsfPryo222QQBmjhzG+DdeotThROJygth2SXEAsyggR0qhQ+CUy01yZz/q3a0UgbsGqBQy8vVGautqUQhShncOxS/EW1sQEQ5lV2BpqmPd/jM45Np2t++vQGEnB+EqyDy5n9rqasJjuiBIvJ82uVKJy+6gsKQQdDJq6ppJ6JwAQHSnTgQFyNi17zj79DoenDsYUeq9wyMC/OkVFwEOC0WVtYzuGkwfXxkSjxsflRJ9o4H03ByabXY8nqu7Fyurq9h6+AJvrtnCx2+8RUBQII/HewVKJKKHs4eOkFNYwNf7cojxl+F0eRAFDy5Etu8+wbbdh1i95wzNjd421dUWbp88kEOZlWzZeY6C8kryy69NfqAogr2miG2n89Fp5TQbTRxe+e6/1LZXp94cPLqf6roKusbGU1HidQikCCQmJqLU6FDaGnl9fgL/zNBIjQrl7f3n8bibyPGocTcbEVsZ/8bqQqSiwKSnlnPwQhlRsdGk+rWc49Uam7/6lG+2pTF68lScCn+OfvshCCKVehNREiXrMnIYNHIwxTY9P6afb7W/puYGeiTE8N267Xy5diPLvvqWPXs3X5WNbeGNZx4hJTSUimOnMNnsIKiZOd37TZLJ5Nz3yDNsXP0laSUNzBg2GIC+/Ydx081/4/7PfuTnI2eY/eJbdLZ41XBVgX7EznmXolob1mYLT8wbija0dXXSDjro4Hc6HLUO2o0mowmdj5SCknpmT47i+YeG/j7hNpiZNn0smBppqq7DLNchEaTI5XLitVoilVJ8pG4emz2dMD/vFpEgCPRLSWbW1PFERwSjVUJBofdjf92Q/tgtJmK1wSTExJMSn8qqwwdatVEmKHnh4dtJP3qJ4Z19cdY6QAS3KGA1W4kMCObW5DCS4qJI7T8QgDA/JTXGBsKD/UlUy/ly+jiabd6ZRWLcaOwuF/17dOaVx+YjFz2M7uktcytIJIyYNQFXZSk3j0tG6RNC5LznAMi7VMKj1/VFo9QyOMmfsrhBOFzelXs/hT8fP3kXh7JLuG9CPxRhXnGSQf17ExseRaPLgkwnJSQwCJl45VDPf4VoDbw+oydV9Q66a6XILofnLF26FH9/fzp16kTPnj1ZuHAh8fHxv7XrNfI6ZAY9k6ZMQRvgj+/g69psg8vtJEyt5dtbFpAaE0+P0CDsdsdVXdf1UgnjkOMjF5kvKBldYaHS0v6OWpPZweQ+CSgcLsK0MiqNVsxNDYBX0GJSj1i2XqxizsiBqGTgr/3r11j7o5k4bRYTFj5Jn4EDEe1OLu36mYJtqwBvHbKk8ECaSorRnz1D94hgHBVeh8ZV2pm0gmw6x4QxJlhCfY0Z92WHwC4oCJWYSe3dm8mDeqLCxSWrghCtGofDRZBKw8XcEmwOJ+JVqg72GtiX/jF+qG1W+o+biqG2Dll/bz03qVxHef4lLp3KQG424KcOwd9XB6KIxA0Pj+/Lt79mMDgyhKZG7+S4U3QAQT4qUuLD0ek09O7Vg9Gjr5EghAhxXbvw3OJbSM+tolf3KKKH/Wv18irK62msc6CT++ByuImK88rHO0Q3xvJclDIZVn0t+sIG/pmubnG5WfHsfRRX6rkxMRy5XPmbU34lqsrrcYkSZiQGkn/hPD8dzOKTF++8qsveve5LrkvtzMC5j+DncdOnS2cEEWw2Jw6FhzipBbVExdjUVJKCAlvtr+TCCeID/egdG0qf2EievPdOFH7t79C89cEKuvTthlwVSHhECFpfXzZt9eY17v/pR75bvZJuib2YOGYw5ZXVgLfIt6G6iE/uuQG1w8bH988lYNxYABQ6FbbOw6ltaMBhkVCtt6DUXp2T3EEH/9vocNQ6aDekvpMoq28gIsSNVGLFGJ+Cn0+491iXQXiKazGcKMFH54u1qByJ0o3DJWJ22pHLVZQbHRiajGw/5d3JkssFTqZlUFpdztbV32AX7Tit3rCxnGojNomL4twi6ptMNDlqCAn912IAbQVp6KsUbD2YhUEQQABlSDASj5zc0jL840KoDzTh6+/Nw3DanRwtMVLvbMaiUbIl8wIVl3Oddvy6BpfLxf7dZ9l3JguzzYZa7g1vFEURm9mE6BOEQV9KQ231bzaUl18kt8mCPj2ffRdzKLC4fjuWetdMNm7Zzu09h7Jq3wl0l2W+N21eQ0llMf7BAUgUOnJLqykqbrlgdGs0Ga0o5G5CZAoMDjeqy8HSixYtwmAwkJaWxokTJ3j88ce9CnSXr+vXXD3R8RGYXW4cEf0QpFdOim8Np8fDgUvZNOHkZH46HrkMp+nqws3qXB7SRDsOh4hChM0SN0P+DVGFFlFKeWU1brmK0mojjQ4Xfr7eEEyNRkpwTAT9dbEYHBaKaxuvKm/lPxVBEJDKpBSln8V2Og+FIojOMTEArHrzIUrr9GTlVbP+UDoFBdk0Gb1hgO56PdfPewpzYwM1NRX0GNILj9N7XzU1GchpcvLOZ2tYvjONM/UiSOW43NDQbMEsijQ0270hllcpyBUcGIhPVARuUUJjVTlOqcCch98EoKJyAD4+KsZOHE+QTmD7ySrq6g14PCJu3NQ21zB3Qm/0NgMaudeO9OJaRKlAfGwYWqlA2ukMbLaWVW3biih4COnem43bdhMZ05WLRTXoQiP/pbbvLVnKT+t+5JP1nzJh5rTffh8aJ2PVkTomPbuJUo+WtFIT3UJVADz68qukHfoV46EGfjiVyQdL/oGvTtfieeRSO72SEuid0olos4fy0iJ2HTre9osGVuy8xIZzOYyLDMXgsrPx+FlEQcRkF+kypi9CSDin8vJQqCRUt5AX/U9OH/yVzzdsR+3WIkHB+bSTnDx44KpsbAvNLhsOlYKIgT3QRgXwSXoBguB96fe8bhppe3/lkaefpeBSNoUO7+/1dQ0cOJPBQU0YeqeZoxdyqd/yHQDhJeu5bkUKQRI5taKTsLS9LK17sN2vq4MO/sp0OGodtBvR/p3wSCCvpJHy0lwyFq3CZvfW8PEcPYIn34SlugJHTT1+8UF4BDenLuVjd7soyy2nOrcKk8tGsM77gXC5PLhdHrZt3YsYEcwjD7+A0+WdrBhMdZzIz8cWosCplvDhpm04/oW7/dUnJqNI6sv8+0YyZVIiVXUN1Bns9A4NQ3ArKSgvp8xiQBveicBAr/OhVirpk6BEEDxsvVhAo93BpJhQABbctgiPKMXuJ6WyvJrMgiquv88bBnjr9OtAFYbb4aChpBCV2pdxw727dG6ljE+Wfct3uedZsm4fPdOPIlF68zTeefcb9hXqmf/LBi5UmwDvrmSniHjeWLGXjTs3c/7iEbSCSM+kmKv6zxyClHFL9uPSeLC7nEgECRIBzGYzu3btIjExkZdffplHHnnktzY/bNzPxDFjWLp+Hx99+BFqrZzG5quYzKp9GXfTXVwsLSTf3kyF1YJUo7qq63K5QSZKGK+Uc97j5JTFg7/Q/p7a4YJKrG4bSo2KTlH+7M2uwE/jddSGD+/F9wczqNW6OJRfxaWSchrMtna38c+Ox+OmMS+doG4peLr7ok2IRBC8CxtShYJ3Dh0ntFMgU8cNxyxx8NYurxKkQuWLOrYLPcdOILbfIJw+KTTW9wfAajFzodqGWqfGg0B5dRU2mwWPx4lMoaCmsZ4hqd1we9y43FdXZ6rBHsbPx3II7p7EtiNnCB06ndvGee3oMdjIgZOlPPXKLvadMSMRlSjkWtyAW3Tz4oYsfr14nl1ns6lz+gGgVEgxmSzo642YPR40apFa/dUt2FyJpvoGigoLMJqsrNywntBAX956suV8LIChn31C5KO3ER/fg8kDZzJ14R1EvPQPAE6VujiYZ+TJIdH0jtaR1+ghT+91NLt2TaTCYuQXczYBCgs+Pn6t7qit/vYn1u84xkf78kl3mdDNmsaK7Weu6robrHoajXZkgT5s23+KHIMNRDfHL9RzobaOn3fs41JTGfVOJz4+rb+rmqor2HcinfMVlyioyueRD7+hR2Knq7KxLegUGqZ+sAX57fejvf1xBKUcndZ7X3kQ+eyXnaxZ+xUbd+2mzmxDKpUyvG8SU2+cRB9XPV0Sowj2dWO//Py9VPAa/XUunowyEHs8m80V4ew/2HKx7g466OC/0iHP30G70FYp8mvR7j+VtozHf3JJgrbY366lAHa3cXdsYvu9Foex/YrHjrZB5bC9uZL9ihbWKP8sanRtkXqHtkn3t1WaPYlfrngsnD82TPfP8r+0lZFXKBXR0tN8JaXI9uZKZS4AZH9wQQtrC+UK1C2UK3C3MJKH/iTj2MH/Gjrk+Tv4azJ4wK2ozCVc1ymAH8/kYnfY6dFvOPD9FdssHPwuAwP30C0yBolMSrnVzMin3iQqObrFc901dTF9QrQsvP56Ji2+j4M5WSRGJ3PJdBGaBKzuBp5/9FGysy8ycUJf/v7ECvAXKXx9Kv79w1AEB4FMhljeRNT0VxgxdQdy5zrEvCwCBTdqjYpT5Q2crq/j3tnP0lyyn8XDO6MOCOLBZZu4dU5v7l++CXmTFIVEINDfly6JqWBrImHISFb9sJRbpjzA+jWfUnFwB9aGGvrPvpNmWQJWZQ5h2nj6doknJdjJwp4q5u00UVqxg/eWaKne9xCOynIio2MYescCwpO649u5Za9k59GdHH/vTcbEBiFXwM6MMq57dykwtMV2SeF9kIhulIKIoFTxxF2zePCDB7n9hufx16iZ2KczMUp/jjc0cjr9Em+ufh9B8ROPTVmBVOtHJz8F5bVV/JpeBVxq8Vx/NN1DOjE+xo9RKUkERYaz+9AhdubUkF5fzvqHb8HX6OKCXk9WaRUmqS+Hc/KBpiv2d+OgZbzyTiqVRzbhsDg5eK4Yc6ONT47tarONYfP8aGy0sOSBRUgkat797ivUajW5K0vp83gykX4+3DlxAtn5F9hwrogdz2UR3uaztY2/PbuLfskJ+AQGoQoK5e2NJ8h4uif4tbMhbWBjdTJjx41FJQpM7t2dkPAQjmWXU73jcQ7LprH1yfGMjpJCl8FcqFQy9J7nwNn+uYpXYpNxED89fx8Lps+koqqMbzNLyHhuPMMr/BngDGDNR28xctQYgsPC2bF1GyeX3sAp9SwEQcBsNrNv3z7cbjeFhYX8uKhlBcF/fL2dzx9ex5cXv8KQmcaW97/njYMWsF25kPakn/M4+dj7TBwey+GMCjwSFXJdMGXHnqbX4g0I+nJeWjgTi7GZF974iGXL3mHqEB1pqpm8tiCWYSO6EhsTjlotwadrKuP8E9COfJsn7ruRsotZjB48mm9+WsOwmybBtCua8Zfggu8cRiUG0r9XdxYsXEy1IgS3y8HjA628+uoX3LXiMHMGJ9I9xI9D2cWU6Osgs3Wl4vZifaGRpJR7GN8vjMIKMxV1ZmLzP2V2fSSRxS5+eWUxM/smUlZdy9v7MklqWsdJ5XSG+ousXrcFq7GRt197kv0Xa4ixbOZM0B2Uff8iPv37IKqUSC5mM/ellRTvepJRy2rpqWpm7rzbsVWex6CJxS26uT0yl5pO8+gf5UNq5+4suGMBX//8LUeXP8YDkmSe7jaUFXePIi4qnEXvbcTldFJ74eN/99B10MFV0RH62EG7sWPdCh4f0Z2+CeEs7BuPVBQYOqBPi22sdicSuYA6IBC/sDAICMD9L6isvTCsC9f37IStrpzHpgxFJZGib/rntofAnjU/EK4IIjEgirKK38PJDAY3TzxcgNJh5eLnxVSeNKHVypC5nRRfPI/D0Eiz2YHLZiFM7U2KDo8IZ2yPWFRBIchlAms/eBy7y7vyp5SI+Pj4EBwSS311KUqdL1aTVwjj7LFf2fPpErAaUOs0LH3oZtRyb5+xUSF81BeemplEWHw4fm4bCBLuW7SQwtwsQoMCiQ0Owpp9kW+fe7bV8XCL4GOTodUEU2ZQExfgj0t/5QnYP/E47MybOJqfPl3CC3fP55WlX2FqtqCQKRk7oDfdZD74WF1YCgpQqC7LLksDmTVmKvfNv4NRY64nNakv8hZWSa8VlbVNFDc7UXceRIMQRq2gI0DnDSvcXmigwdOM0mNHodAQ5hvA9O7dW+xPbbBhripE5xsIVifRWjUqzdWtdUlFgWUvPE/fXgMJDwvj5rGTCI3pDIDF7kEnleOUwaWKRmJ85P+WEIPCQxewS3xwNjdjKC/AZrP8ZUIdXHYzG9Z9x99vGMsDd9/NwkeewV80/nY8bdtBpEljEQJi8Pc0olT8uYQORNxMGTkSQQSVTk3GkZ2IWh+kMglymQytVo3HbUcmSAgN+V20oq6uDoCKigrOnDnD0qVLWz3X+8/sZFxPFTajEZfdQWysmsBWXrU2u4MbhsdjrDdyb6/uDAzx5dVU71LChVMnuK5LMFaLFUEm5+Wn7qO50VtOJNJPyv69NeQcLEY0OSk7VcCJH78FwNhs4+Z7XmX2Lbfj66vmrnk3YdX/eRyWttIt0g+trz8DBw8GiRyJVIZU5g2LtFklTEntyoCUZHwjIkmKCqHG9OdZMABITb2PtLV38cKikXz7ZG9UCjkCAge+W8Wdc6YzNDGOxJRU4mMisLq837huPgJzbrsbASlqXQCTZt+Nn8a72eBww60vf8XRHzYjEeSYpTKMl0tdCB439XUiWZtXYq6twNFUh7uyCACVy8R9s29gfN++uPXlHDh6GIup6bdc0aj4BPyiEnj5b5Oo79iL6OD/sHfe4U1cWf//zKhbkmVb7jbYBtNM7y30FEjYkEBIgSSk101vm2RT2PTNpvfeQwoJKRAgEHo3zWAD7r3ITbZ6m5nfH2LZ3fdd7LymhOSnz/P4D2uee++Zq9HMnHPP/Z4/ABFHLcJJo+LAQZLjRNSiTI3bj9PTTu7GnztsE5AlHFKQDaUHqDx4gB7xSdhrKjsdK6VHLxJjk3AGBV5esZWgIuA5vB8OBGrKGzg7exCzh08lNfivPQQDpmfx5jfTELsPY8RtI8i+6jREtUhNWTlyUzPuQJDYKBmVHtxS+KFy+RWzGJaTQVNTO+2KllaHk+DhfSsGnZ6YmFTqakvJyupLn4wetB/eXH7fU+8TkAQCgo6quhZyRpxOSAo/4C7oEUOMHMS5v4L9voE8P28IgiDQzWhC8fsxR0WTPHwkb69eQ0Xe/k7nQ4UWwaym3uZCG/ATYzHi2pDbabsog5bZZ4zGYtAwdeIoeqSmoFKJqFQCG35awsPvvotf8DL3rPGo1IdvJ0Eb7X4XOzdtY//O7VijY+mZcvJzUUVgWFIceesW4ypYzvgkCxnJYQGYvbVuqlu8iIKe1GgzBtRER3UsSuDWBHFaDHy7JJf6VifpabHoNMf2Yu/z+nG1tuFwO8BkRdBpsTWEHWidqKZnfBLumkbidDFkx8f+JmIi1gQd61atYOOarezdV4RWq/vVtbJ+a4KygqwI2Gwt2CorkLxu/v7S60C4BtifRnVj31vPsOHdRbh8Ie6+6rzf2OL/RJHg829/4MvVv+AIqekepSEQkhBEAbUIxUUlmI3RlBcVMGHy1CPtHnroIW699VZefPFFLrvsMh5++OFOx9ps81BQpUBDGRV7C/G3Brl5fHSHbVrt7Ry0JTC3z2Bm/fkCnv7bAp4q9ABQUVVHzriJ1NVU4fE4MaoE1IeFlISgTHyMgb5DsnG3QfaYodTVhO/PLvjAE+QAACAASURBVKeLVo+XxpIaHnjuTVRRelpbj6Fo4ilC/1Qrc8+fhN9rp7KuDkQVoirsSOyr9zC0b3fcbY3YfSHaAiFG9T61CtvvXnwbuigT5pRevF+ezT+euJbk+Dh2VdYzNN5Ags5IU2sZG0tsXDs8rODplNUMHjiEFlsD5ZXFGMwWhMO1Qj+65UK+e2chY0aMxrshl7yde+kXH35OVBYWYvY1kNQtlZaD+/AH4IkH7wXgmRsvoltiEnqDiqUb1/Dyo2cTZQg7tTeMyMBsSsRZX05Gr34k6E+twEuECF3h9/G0jfCHoK2liZCkJcZspF+CGUGRmTJ9TodtNMjERhkZGp9IWVsbu/IOsuqDdzsdSzVlOs1NtZiQ8Hi9SEqIuJh/OQshdxCfz8ayzevJKy878vnPPzQhGFQgeBFDLsTiBupbfAQaG4iWQatTIei06CWJBCUs7mGOUlFW3cja/TUs37aftuoGDtfURYWAQZTw+wKo/CEkp5eowxLroqKgcfhwFhWTpPhxez1HVtRio3XI6QmIFj0DfPvQiBpAYd7MsxFlCYPFwJq33uCeC8/n5e3bOp0PQZFockgUOrws2lWG0yMTdU7ne4yuHTMMk9mIs82LWi/SKy0ZFFAJAmmxVs6bOIpLH3uOL75dfqRYN4FqiLKQlZ1NU1UL7T4H1W2hjgc6Aah1OqJ04A2AL6SlR0YS5bXhlQZf0M/oPplMGtyXqmYPfsVNvrvjosAhq5on73mVC8/uR2aqhegoAUuf3sdko09W6JvRC3cwRHN1OQGnk27m8PURY1YzNCeb/Jo6hvdNw+Xz81ts2y2vqSbWoMXjdaDWiYdN+H2sqQWDQTxuLwPPmI5XY0StU+F2hldnFGDOl1U8sA2G/mkBJeVNPP3O4t/W4P9BMBQg26zB0FiC1d3O8J7dUatEFEVBUQTSE1OJio4hu2cf/J6wMyMIAq+//jovvvgiarWap556iujojh0ugJCiUNriZ+NdH9Fv7FS0fi1+R8fqqo6AlTKniuzseD59dBG/LFrPvrJw+vD8uTNRhdxECeGMhA2bc9Eaw8GQy++YjE6UWbFkF5ZYkfrKWpb9GA7AOdoc3D9rEn5vEw9cvwB7YQUJf4CyFO5AkIDNTcHWA7Q5QRBElMMBD6W9BYMoog2qSIs2kplg4LQLzvmNLf5PyrBi27mV95/4kMti9jBj1iDcbicoErIocLCmHtGlY86obPRx4dXd1BgtjY02BG+Qj97+gOKtO2h0h58FL+YZaC2vYs1Pq3CHgowZOhwxPuzgKbKEt7yRT1/5mk2rtyNqdNTbwmVL7PZqvluxmq+X/0h9fSmCsB9BALm1lQW1yUjeFkIqHerWGh5oPDZ14AgRTgUijlqEk4atpZnr3v4avxTkUEsLA9KTiYuP77CNJcpMizvIsry95BZVUVZcjl/XuYqWqIYGV5Bfdu5EZ44hISaFu29bePiows7SfN7bsp3cmjLqW5uOtLvyyf0EChtw3FSOb7/EzQ/noqAQjDZz1XOPYtKC2+6g2etlR304lVIlqhg1+0ZEIUCsQUdezU5kJbzyoVFrQIHExBS8XjeKWuTAljUAaPVRVGZNJeTyI5tNxJkFgv7wg+XLXdW0O1qIcgfY0qTjYIMLRQGDyUSr08uK9ZuQ4yz41WoevaLzmkB17z6BIS2JrOHjGTJkMJ9vqcG/r6bTdte+8jjLd21lQ/5OSopL0On0BAIBZAGKtTHklVaSbk1gwIChhJTwKqIYKmJXKAVPyE6moRsNLU3oEnt2OtbxRhAEVpY04dcnYc4awuLNe1Frwt9LUFJxw/JCCitryYo24VYEzBZrh/0dKmrmib/djia9P8u3V/DZimKsCcd2C5Ul8BpEYgwm0InUNjfT5AqvLEiSxNaC7fRKyWZ3aSnFDmd4Gegks83lZX9NJUIwBnO/YXg9rmMu8nyyaGtrwVWwlprdy/npqy/YvHUN6lA4itLbomVYso5Hz7+A+uoyLn3lc+TQqeWAatrbWFXSTLROTUHpdkyZPfinkywpMlqDivyNW6irLqPdGV6pVxQFQRBQFIXXX38dp9PJY4891ulYk2NEoi1BBs6ZTev+rwgoAextHaff2Rrr0UZZmPr6AWQ5xHnvbKP74dTde++4Ba3RyOhbnmPzvlJWN8soYjiYU9fiZJ87wEV3D6WooJJty/cyd3RY1l8Xl8DWwjLUBhMhXytqjURz07HVgzwVCEgKoSgtOSNG8t2qH5AlAQ4/J3rPuRGx+0CikqzsyC9i6c5iXvr7+7+xxf/JtY9/QVxGNxZMG82mIh9ywEkoKDE1pxshQUNQhka7nkV76vH7w9/XoVon77z6Nl6VTHJSMpXNDTiD4efEzk2fsvbAIYZ1H8J3761gzY6drKwMz8eEsafjzO6OXQfRY8bTK2cAV145D4Bpl7rJyenGHf+YwjV3aAipbEihEEG9AaWhjJDLh2Fzd5ZsPMCgXpf+NpMVIcJxJJLAG+GkkZQ1kaCUzi87GolSpTJt/rX8+Y7nmHvh0VfVPsitZVaOjCxbGZzdH0ll4I0VnYtSLPumElJP5+tFj7LwxZVMmzGehLSw5DViGsmxydQ2BpF13chJVbFKDO+dcCqJZEzZR+435+CqbWPxL07Qq8CjZ/tbPyLqMtBrtej0IlkJHiqboWe/M9FqdSz/eSkNS95lV8N+vIQj2JLYjXavAV+bQlNIpj7QTqszXPesza5BUjTssgXpZfJhTsvixmvu54lP4IHZ01m2q5qg1UCyTqSwKRqXH6rKHZw2ahZrdu5ixqjZHMhvY+qZC+CbjucjeszDZLraObTyexq9fi4eOByPt/PUms8+2oy3XIOlRxaOZiNffL8LBRUtbUZ0Ki07dtQhizruf+kb3lu6gsdeBVlSsNv11LWrqYnSUl0SwOn+dTXsjiden5VSm5qesQF8XjP76o0UHN6P+Mx9L/HSW2/yU6AbxdUbmTr3Uporyzrsz9FupG6zA7uuDk9iDzSKm9raY3PUkq0Ki755h4ye2bTYGklJhMmTJwPlRBm8BENuFFUxvmALoaAd8TcoIdCtbxJidk/yJYU9ew7gN4SQfwM7ukJlexXdho7CGpOAeZAfW3MDdTk5gMKY0/rwfb6NAXFmUoypDExLRN/z1HoklmgUDGffzMJP70VRqbn/3S9obK7Cq06lTZGY/eDDlGzdwLq8vYi2FiABXXo4+JXYvyc7d+1i9b4ddEvvWHwJwNpPS2GzkcC0GHZ80EqlT8IW0/HvNio1EbfZjiAYec6vImfaRFSHAx7N9QU0Ol0kDszCkZKGJVrCJoQdv1q3TJUUw0PPHyDBaiAqeyplteGUX2O3eBwobGpp5fvV67jxgrOQu/8OlGs6ocfoQZgGjsLZ1kJAFcSukY4EPB5+723mzD6fuJ6jiPHasTWnoBZPrWvxvnsu5YLn3mF0nMBX+1o5M9hGSDKhS0okJjMJVXYSBw1tzHvkHQ4VFLITGWuqlbNuuIJ1FYWUSi72lhTTv1sCAIb0eD7NPcDo24YjOzO44KVFBAU9g5jO+fMm0mTLpL50MJl9+9OIDyUmvAf6lc/rqLPX8eHCEPNvvIKvx6to82jw/7CUuvhoql3NpJ+bwq03b2fnmTIw+jectQgRjp2IPH+EPySnujz/iZDF74pE/Mkum3Ay6UpJgq7019U+u/w9Zx59VW3inqPL6R9NorojafaOpN7FDhSIf+9S6kejqzL2XWEsy456bCtHT4s73jaeiHM+Wp9d7W8US496zHic49Ed2diV39LRSiacKLoy9x3J83dUQqAr5Rs6smNyB/Pb1VyDP+q9KsJvSkSeP0KEzvj8rmvxGeOIjU2gpbGOB55+j6UfPsioBfeSbEjntCHDcLXUUttUz/7KBgQFFIvMkn88xvrV6zhz8pkkxkWTm7eJBz55g3mjviY9ahl11RX89a+Ps2L3foaMm83gc3rxzWP3E6ipZcLkM4hNSGb1tx+RPnoMwxf8mRm9+5CcYGFKTga9+mby8sc/0+xXAbs7tD8mEMXGm8+lodnBq2u38X2FHaKreePZJL5+/3TevvdOysqLeff7n2j1+lhdsqXLc/XBCx8ydOhQnE4nW7du5brrrsPWpAGijtpG6zPRrUdfWprruGxoHJ/udfPim2tZcGVml+043pyf04cL55zHGedOp7G8jBde+5gxw3oD73Spv4V3HqBgy7VMHzMGtVqD1hxFWt/xTLhoWpdt/Ou1tyK2uUhPy+TdJUuYOmUSgYCf5z9/g8Vf/ULd1rUg+Wh1tKEddBavPzeXV7Tx/Bg3kMkpWqJ0AkaLhSX7G/mpbi2Pf1eLJxhi5IjRKAo0NTfTe/hUpqg6Fu05mHknPdUu+ifGMXfGKB75cj3Tn36GX2bqqMi4mftumM/ldz3Mni/e5t13XqL8q0covfcj2r7bikEQ+Omp2xlz+zP85dZ72PTcaV2ej1Od5lvf4/Juo7j55puPSOCvW7eO1y7oWIimq3ywYisWEjDG9cLvcVLQDs+epYMOsr/TB12IQ1bz4psv4bcVkZe7HU3QyyvPPdhlOwx9r+XVa6+me/deiPHx4PUxc2wAuhhsWMt0NBoN5S8/SHJfK2Ov/juBWD3sKu5Sf5mvrWF8lYf5Y3IwRpnRWmNobW7mnOkprBPOweVqRd1Qi72yGJvTwdDZ1zBJ+p5D0Rfw1MRMLn3jNlRRWuSWWl6/+kO+3fgyG9Uz/1eK76Bp42HV0V/s1wkz6Ns9kycuP5+MIaMpLSrgogceY7KynMS5f0VlSOP56y9GG9OdQ2uX8OjKrfDjyXXUaqyz+eDm6fQddiZLv30XfWwCGwryYXXHKsAXvV5LjtyA1Woh0FJBiXUM75ypgg4yxm1xVzNy5EhmzZpFY2MjH332Kc0NNtKdHzPpLz+zICeKuD6j2L8zj6r6Ss7760sdXtsAFYnzmT2yL9efM5umhhIeWr4B44bn6fbiImK/38udDz5M/MzZlGz4hQa/hYfObKYm43zSzAYunzSRsf36E2VUc+bfXiS1/MsuzGCECCeXyB61CH9IPlnyC2dO8jNiSBlvvP4xQ5Kt3PfgawCo1WpSEk3YWpow66Ixm/4V2du0fAVJ0Va0KjWbduThaXWg02nxSSHsTidjJk5D0VmYfv5FCIQ3Re/cvAM00fidTuw1FaRm5VCwOw+ABGsUI/r1ICHJgtft58oLxzOgd2Kn9of8fg7Ut2KOjaPKLSMcDtBoGwsIhWTe/fxDtuftoVucGZ1wbPuFmpqa0Ov1OJ1Oli1bhiiKv0LVT8Dt8bL88dn06x7Lg6cnct/ts4/JjuONqNLjkVRcNe86KvLzqau18cZHP3a5P61GTXVtA8vXryMYCtJQbyNOODaRg+07S8lITqZvj2weuP5ugpIOlyssCrHsu+/4eukPVFaUsfdAIXt//AgFSIsRiTHqKGpox+kK4fXKIIRjbuP/dCWnnXkBH735Ng011dSVlP4qO1ROGz2sZto8PvbtLyQjJQG9LpxqFAz4cR1YDW4Hy9fuwRBtQQGCwQDnZ1rZ8elrBKKSWTBuAG9/8vYxzcepjt/nw2q1cs011+D1epn5p3PYu3fvCRtPVGkoq2qkvXA3O9cupmDTt3SWaKLTqzFo4O5HHuLJ1z9jd1ktVY1NHbbpjPuvuJp7lv5EQ1ERe7b8hBQdQm/qXKCkIyQpRGlTDU02iQ+vm0tZWcMxdBYiL7+I6174jIff+5Tn3/+et75fc/igQtHOXFpKq3DY2mmoq0QUw/fTL/tbeXxrFYse/ZSQW82GJQfxHFbslWWZxx57jG3btrFo0SJ69OhBYmLn927B58XuCVKycxte779ElMzmaFJ1GmzNIRRVLMa0TNqbj1638URx95m9WbEjn8nX3U1Or8H07D2KlLi4TttpJRmbM8jarYcoryhHEEVQdbxwIMsybrebpcuWsWvXbgRJ5p9ZXFJI5mCDnfySKoaMGcaAAdm/ag/utLOmMWH4YLTmGPa22Tnr9KmIKpGqRj+33HgLv2yvRt6ykk/vmsmPn4TVTu+f1507Zw1n2IAhiGqRoKTw4J3df8VsRYjw2xNx1CL8IZHkEKJKhdbUjfefHcdjd2QTlML7I0KhEDExZob1H4aCgFEAQRN+0R04rB85fftgjUticE4ORYW1yLJMMBAgOSWdaWfOwRxlob24CCkUfgg3H6rHmpJOW1DBkpxA/6EjKdsf3ke3bHM1o0YPx5zUg4DGSGpGL264+/ZO7V86ezoBn59YtchrF03lsAYG6oze6MUQAQlERc24oYPoHndsL0xGoxGPx0NiYiIDBgxArVajVne82K4I4Gpvpv7gQfr3HcyUYX3Z+ELn53UyGd7dyswZU5g+qj+jz5rBX66aiRD0d7k/URTJSktiUFZvoo0mEmLisWmP7UVrzoBeROtN1JQUkV9Sij+goITCt+WxIweTHGMhNiGVgT0ySTKrsTc34UEAAeLMZmINBryudnpJ7iN9yl4ncy65GH1UNHFJnb+AAZzeM5V4rRGNSo2g1XJuzyR0usPS1rLCDU9+wTdPPkHA70WjHJ5DQaAWLSs2bkPtsHHD/Atpc3SsnPl7R5Ilzj77bF544QViY2NZu2Ydc+fOPWHjta/fiFUjo4nrxqBxsxmX1fleT7ekoNOpuPXqaxloUdEvuwdx1o5FmzojyRzFojtuIzk6ngGnTUBljiUUDBxTn1/efys58b1JanfQp0c8UnvXFfoERWbqmFEoASeXTpvEheMGcfUZY8LHRA1Fa1ZTlJ9LbVEhKq+MSPja/qTBw75vruP86WlIIYVDlXXc/dplAGRmZnLVVVexZ88eZsyYwcKFCxk4aFCntvgCQcZMnIDJGMXQkSOPfC6HFGafMYHEeAu+hjw8QT9GUdvlc+4qNqeHeXPm8cxVU3FoTKxav4EBvTvfx2VqbyI2oSdZ3Xuyblc+7U4fIUnVYRtJkrDb7WRmZDB8+DCiTEZCSjiweElOPBMGjKFHtIbWikKSjEaQOg862m0NxFtjcNeUMnX4aAIBBSkUJOD0E2WM5qLbLyPo9lJSFyJnbFhoa+wEiZ4pOSRGxyC7vEQZdIzLOkVy9CNE6ISIoxbhD0lhrYOc0a8geRs477rVvP9JKTvLwvK+arWag0X17Ny+gUZXKy0hEeWwYqFWceP3tlO2fy8+ZxMJ0SpEUcDnC+D3eTAZTPh8XjJGjkdQhSODKotAQ/5BogIuENRUb/uZP7/0EQDZ3eIoKdhHsK2JRIuOpoYmkpL7dGr/5MXLSbEYqPa6uf6jn/lnyrO6Mo/uZgNlDS1U19lobXXg8hxbMelu3bohSRKSJLFjxw4ABLGzyKZAKOBHMKmQ2mo5VF+DI3RqSSHnlVZTfWAn+4oriOqWgcPlQGc0d7m/gErFNQ89TJLVgqvFjtFoZlDqgGOysS1rJu2eIM6Qjv5ZPUBWEQyGAwq2/FwS4+PI27OXAyUl1De2IkkyIVlNq8uFNUqkotVJUAlRJv1rlUXyhdCpRaSgB7y/rmjulGdewWRRE+UPcvaUITDvdvSHHbVe3ZP4/uMPKW9uR6vVUlHrAEVBliT+cv2tTBoykE9+2UlFVQV1dWs6Gen3jdPhYuHChRQVFTFm7Gi2bdvGrPPPPWHjxU+Zjqsxj30bfmD3hm8J+QN0tv2hNSASEmD5qtV4FD3ummqqa5qPyY76zQfxvbyBqm07YG8dofIGNNpjlMzXgdZkQDl7OEVFDfxpQtd/S1GNzRQU7MMYFU1cahY/llZTXh8OGoiI3PTqJ3h9ISqq62irqsNoDqd1f9cW4PkHPscwcjza0H4uy9FQkzwZgOjoaPLy8sjKykKr1SJJEiOGD+/Ulmavh9vue5hyv4TL3njk8zi9F03Ai+B1ITn96DVaSmpPvpqlzekmRh/NB19upaQ4n/MmTiavrKjzdo1NNLW2s31XMbGjrmfxajuK0vG1aLVaURQFv9/P9u3b0Wt1R5wxf7csXAQQ9HH4xCjqWt38Gs2E8up6Au1+gsZ4ZJ+ERoFQMES74kEJBan49AUaFu8nNToGjTp8/4tLS6bJ6WTVhnU0BtxU1R0kqc+wXzFbESL89kQctQh/SOraPEwYnMVzDy9l9RcXsWhHE8FQ+AHh9kooARdBgxGTWo2oMqDVGAForKujvLAIY3wc/mCA/fVOpICP7bm7qaiqJqS48AW83HP1LPyB8IraVX++lYDkZ++BYnytTYhZA4lNTAYg0RTinjfXoFFBwNdOrzOupN3TedRQAFqDPsxqkQm94gkcjkLW2FpJT4ihyeulpamdlZtzafd6jmmuTj/9dFpaWnA4HOgOp7t19rwUBAEQ8MoiOn00oiEOr/fUKi5a5QhSVFLCGf374t6xj6LqFlpd7s4bHgV1SGHQoHHI8Wm0eX2ce/Nd1LuObUVt6RePUldXiwqR79aupXDXdtbvCNfFq3SpqGlu4lBhMRXlNbQ0tyJDuF6dBB4pgDlKiyTo8Mj/imyrzCYcLjuu9mYa7L8u5a02dwsev4vzZw3nQM5MVBoBjTrcZ1ylnR8+fAu/olBVXYpalAGBmTOn8sbKt3jm/fcZNbA/L3y/kgCnlrN+vOnbtw8bNm7A4/Fw7z338eOPP/6qdLiuotYlYRwwgXiznqRUM5bMCSB0vIoREtXIKg27thyi3RdNeyhAbfOxfS9iaw0taiepsaOQbE18/NnzKMeo9TX/sVeJGtcDZXchnxUU8nNex6qrHbG8ro2ARiQU9LBp337O6ZvBivzwfrcxo08no3sv0jLTsaam8E5hO7GxKQBYdAbeKvIjBN04lm6mx30bGdx7JgD79u1j7ty5TJo0iebmZmw2G6VlndvoDQWJycri848/Z8nadUc+dwT1PPjyB2gMGjQmhc3bNmE0n/xXsFafwNcrF3PeOVMwJPSgoLacxcUFnbZzhURkh4N+llZyqwz4/XQqmWCz2Wiyt7J//37i4uIoKSk5cuzKO5/HZqtDFfAQrZK5691laHUdX9sAIwYPZV9NDVFKiLaAn1U/L0NviEJwemgu2QMWI+Q0kahvRXO4P2drDfHDNtCvbx/Wrl3D4Pmx+NvrOh0rQoRTgYjqY4Q/JCm9vTQ2tgIKyUlW2ttduH1+ENJBqUMjhp2NoBTW4hIEAYVUYk0tKJKMSqNFFERkWcLuikYttCMoXuLirMiKTCgYRK01YGvRkJ4cxON0EQoE0Bt0aE1hKemaOgGDuh6dRsU/n2im2HgUoKbg6E84IRZEpQaTTo1eo8Hu9hKSQRFTsEQFkSUX/pCEIIBaVBEIhQjKyV1WHkxPBafTQUiS8Hl9KIpCUlIqdR1UQRBjag93IGDSq5BlAZWg4PAnnTKqj1GJNkQBLDEWBFGgvqEZURAItqZ2qb/obgE0qgAutwutWo0iqoiNjaWmtuuqj1qdB7VKwB9SEPjnDU9BChjRGxwIcgBRUVAEkCQZfyietkwDAZWIVhRQUFCJIogqzF4Xc/aEV7SCfh9yKICgUqPVR9GEr0PVR3VTOyKg16nRmYyEZIGADE6tjFzTglqlQmfQEwwGkaQQSoIFk6JCL4jIUgif041Wp0MTpaNFVP6wSmpTHEvwO9yYTSaijEbsdnt4W01C9AlRfbQGZBQ5RMjnQ5YVomITaVR8bBVnHt1G2yJEQcFoMiEFAnj8fhRFQEiO67LqY0yTEyWkoNXpkVQSAiL2aB2/CF075wtZR01NDYkxJrQaFa1ODx5fkC3pXat7Nbz1C7SKiCCH0Ot0yChEmS00C36MjeGSHMFQEEEQwvt9BVAlWwjUtICgYFaJGDQizT4ZGQVtmhX/4VVIUQw7U3qdDkGtYpXlvKPaMb72MwRBRBQERAHiYixIggaHLoTS2IpOpz0su68ACl6fjzUJ87p0zl1lUv1n6NThZ5JKFAkpEkFZZl3i0e2YwHKivFq8LjuBYNhD0+jMEKtio3j2Udv1rf/giCBLdHQ0DocDRVFQp1tJtAWJMxsBmWBIwuUNoFKJ/BJ/wVH7m8wKQvV2onUaRLUaRVGQRC0BkwrF7sCCgCgI4fulRo8iiLiiRIyOFiQZgiEFrRoEg4GAVyYUY/7D3qsi/KZEVB8jROiM+iIDkPZvn/x7ms5/f1EXYmHWuNmUV9YxdlgvYmOiCARknvzkDUaNWEJqfC5PPXg7rXY733/1AWs35mJryaf6oIajyZ/9+cZHMEVHMyInhylnncG3S17ng48/RojdzqFthfz8/Up6mfUUV1UxZf5F1DWogBwK9zppaLXzwt//QXbP3iz67Auq7Ztoq03naLJYDQ11TDxtLG6PH0kOsmXdRiSVht6jenXoSESlXswvf7+T4nUrSE1NQml3c+Wz3wKbjtpGbks76rGuIMRCycaNfP7WB/gDMikWE60uN5PPv5alVWOxWDZTuORNooN2DpVVcsnfHuPq+ed3eF6exv9ZJy7tyFhV+XVMHDeCsdkZ9EuJY/G+Ylb+sonkhKOvjjiqtYAWOD4Kf2Hb/7uy5nh+Qu55Lyq/g1S9hoagglpU4duyEEvK0fcGHSmnpzv89yuxzn2ENXklGGJMuOweBvdLJrOfFff7T3HTaj+DLRIqbw0+Wzl2Szp/v2gAS42HJeJVdKj8dioyhB/oOWwrteXVGPUmZpw1A1GvY9u2bXy199GjtlsbfT78+5bQY1xMm8IKPt0ho1LBlPMuRQkFUQSZHWuWsrXvOeHLDf7zJ9/JK8DapEv+9c/RhVv/lx3z3m9CUWS+ffdJhow/h/FnXYpWq4FJ8FDWxZxtDte/umDgAPIKirFufwI6L8/2X/mKyf/Z9v9wrf43dsVdfPSDHXxHDWI9AwcPwKJWY9GKVLp8KAgMavmc6a/m4bY3EG1MZMPupfRJj6X/1Glw1dEdteSbPqahXaK2rppJQ/uwZV8J5RV1DPN+xsy5L9OalUKdrZ0eid34AaIuVQAAIABJREFUy+P/oKnBAQnHcOJd4MZ73qFPdhY9snojavUEfU6MCSlwdN8/LMFvgKMo6h+VO3/0M3nCRNZsWMe8uVMJqYLUNjZwa3oD4z9YR8jppuZAKX0H9WLoqPFUF2xl4r1GMua+wd/mTGPDoVJyC0qImqVBCoYQrryFA1nzmL/gT5SW57N6XSW9YgVSD32G+x8rSWs3kJubS0xMDIqiMHHiRNY8NJKl0fP/t3GHr7kpmWmU2T00e330SO7O/rJCFElhqm4lrxYYee6ZZ9m4dRcGnYWqmjrExGhai6r+bxMRIcIxEHHUIkT4NwpLquiZmUycxYhWpULQhlCpRHQqPVaTSJWi51B9I7WCGVn1K9JWRIGWmhqs2VbKy4rZtH79kQitosiMSTMhKjpSBg1k2UefMWz6AgCWPH43972/HBSBG84YQYO9rVNFrFl/mk6qUc2fxvXD6/NwyZw/8dn3Kzs10ef1ExclMXrqRILV1VSWHsLjaO383I4z993/OAG7E4tBz3V3XE9+eQVfffUTw6eP4efFb/LkfX9D1bAdQfbw/Kq1wPldHksU4eNb5pKe3g+fqxlTrBGd5tS6HWqlADMnZtFnyii+e2c1XkVFzXGN0/2LgrIyMpIsPLLgKuLMFmY+9DeGTx5OOaARJKSWGvzuVmSpneZaB7LU78QYchIxC1rSk+JJi03CZNAhKRrGDe1/0u0w+F3c/8it3D8pmWijldU1DtxuNye7xLPBYOCtp27n8hkz6N4nhqqyXNJ6hQU5ZpuSmdxvCB/9bSG+tnbueukljk1H8tSgpLSYW8f2485Lp+NoaOWG95awuTasuupqqcNk1jCqp4k5U+7lzW8+wunsOM1cENS47DZee/IebMX55KSa2XPIShmwXfBzWU8dhsG9EPV6PnzgASZfcP9JOMv/RC1qSe/Rh+jUTAS1joCzhcryCnqdgLGmjJ/AJZddxrZNm5BlmbziIlpaW2GQihabk8GpFmbecDXtrU00lhbTUhm+qvbt3oh74iB6GnVs8QXRag2EhHC+wayMMQy0JnP32aNpe+h8vtn0IdsEEYvFQuGO/Vx00UVkZ2djt9t57rnniH9oZEcm0ubxcNe5YxjQoy8trjaeeeA+7n3maQCcXkjQBfF4Vcw+LZvnCovI1P/PAGCECCeWU+vNJEKE35i0ZCsiKty+EGt2HWBw/0wEICj4qa53YnY0I8sivaxJlOo6D4X63W6GxKp54tk3qXf8A22UiZJ6G+jD+8AW/7gSrddDWX0Dk2ecdWQz9Yq8arrHGTl/RA+KG1vR+lwEDR1nAre0tHHRwBRa3F5CXhdJ0bojTmFHKCqBdx5/movOncgXubVMTtSTaP11aoHHk+z0PuR7Cjhj1DA+XrqGmdNGE2g3s80uMiAxnTdeeoTx/ay43QGGmo9NLU1UqfhmaxF94uspqndy5nlnoVZ1vj/iZKISoLnBRx9RhyEpirNOH8zrv0K+uitkZceSbk6n1VZHo6MZS5QK0W0DoGLbRtp91aTFm/nqkIvp6WoIHJvi36lA954i4wbGMnTcIHK37qdofwp17RUn3Q5Veh+qbE6czS1You2MyU4kL283qcM7WOI4ATz/2B3MHD8MpyTz0oc/EZKD3PPUJACGxifx4G03oI2L54DTzoMXL+BO4fe/H3HQwAGUZaawdstuLNZYhqREs7IoXCbAHwiQtz6XpT9u4JrzpiGKKvyBTlRjJYXeWWlUlxTTVFWHoDdhPlzqpMnuRqtPJjevCCUUQHR5SNDWAj1O8Fn+J32zunOgqILWA00MSRAxpfWkvKjwhDhqtXW1LPrkE95++21i460UFpVw8OBBmHElyf4gAZ/I84++QFJyDIGQFrMuPFfnjh5NRRAOHShky8F8zioehpgRvj8vrd2JdVseOvFOftp5F737TgDC6sXGtDQqKytJS0ujpaWFadOmkdeJjYqoQmeJZ93OfGIMEsMuuvDwHmwYNGAYb/rNPHT75WxcuYLxmensaXOdgJmKEOHoRMREIkT4Ny6fM5aJo3vS7nAzeWxfDAY1CAIalYnBw4eisVhxu9sgzoLK0PmL/YyJI4nS61kw4yye+POVXDyiLxsXvQKEywScPnIYF59zHvdeezNqSTiiorVmZz63nnM6Z0w+i/HZfXn5zksxdLLi88CELAIhifhoM4kaDf2if10+kSiqGHLTIxiUWG64YBYpsWbO7H18Uxt/DWk943jztiuYd8ll3DFvFlZFjcfjoKdJ4cJzzuGS8y5hbL/RTBk9ijlTu15kGsJ7EudNHEqf9CQuGt+XlOREVOpTSwxFK0gMP3cYIZ+H6edNRKPRE/oV8tVdobXJyxk9hrJtTz5nZw8kXhfL16XhnLHHFq1m0PiJpMdmcW6mkbq6ZjSq33+M7+fVm5l0wRz0RhO9+vYgvZuRscOHnnQ7QiEPGQaFXolmRmYmY4rSMWLUhJNuh9ftZfTogdjqarl5zkQMqiDbN4X3PL5w/W0M6DkAd2UNQ6zd0UknaGn3JKPT6+mWGE/fjFTMxmisMRZCgbCKrsFoxOf2cunUkfTO6oYgCJhMnaQ9q2S0WjW9+w8DVRSZmX3xHi4LQ1DG324jO0lHt3gjIbeP5T98d4LP8H/TUt/EoPR4zpsykMyhI4nvlkx1te2EjJW7Zw/xcfFcf+NNtNvtnP+nc6msrAQgLiuLlJRELpx9JpfNm40g+lm2KR+A++fMZqTVxLzpZ9I3OgpDLy3i4XqhC865mnSTnoGDpjBp7DmsKagAZILBILm5uSQnJ2MwGDCbzYwe3XnZAcnvYeTw4Zw1eTIDBg+lrGgvPns4KHr57a9z9WVXkDNkPCnReqaNG05ICHXSY4QIx5eIoxYhwr/x9mdrUQQBry+AoFIhICJJEooi4wiGqPT6iLPEIBp1RMV1npx04/1/p72ljp+rayn1q3l6+RZKCsNqZIWFpRQ0tfLzrh18teZnFq9bz/z5lx1pu2bnblas2kSNuxFF9OILdPyAiB51GvaATIOtiUaPRLlLOhIZ7AhFkVi5s451K1fQcLCI6tKDtHtP/sNozKRpbN61j5aD+1DUCpWudgaPNnOgTebhwCj2Fh9g/frdNLbW8nR59jGNJYoiVc3NlBU0siqvkl4TZnRaO+5ko1WLyL4AokqFIkkE3e4Tpq5kjtZR4axn2rwLafa2kp2hJumqWwF4dX4/9qxZw5Pvf0W8qCUqSk+zx3eCLDl5nDdmNoLPgzYhhvg4E/W1jVRXnPyEvpS+p9EaEMircNIS353KplZ00f99z+uJpEd2T7ZtzqW2yEW7J4DbrxwRgmi+9wpCjkY09WqCkpOyuy/rVBn2d4EgojMnsGtvCbVCkNgEC/Jhhd0DZeWEBNi9vQRTTCxIMi6Ho5P+VDj9XmyVJciKiORrw+EK/1Yyoy3oYnP49qd9FBQ180NRIxtCx1Y2oSvUNbcRZYgBrRF3sQ3B6ybWdIylFo7C8GHDaGlu4lB+Ps+/8DJPP/88en14w6VaK9Ha6qa8uopVKzZjM/eEw0JcDzsXk2erZfvBOpLTeiBJIrIcfiZ9ahNx9J7BrXfNQYkxI5OPoigkJCTQv39/mpqa+PLLLzEYDLS1da7K+8t3n1Cwv5g333mFst3FxGjbkZXwWBtXfIDTY6f0l60EbF6+3573q56pESIcTyKOWoQI/0ZFrZ2AL4jJqEOWZfy+EF5fkGBIQpBkHEX5iEGJHatXozF2rqBw3T1/56caFQeKati68hfOPe8S9lWF08b+/Oc7efqDL5BELa6gwoaduxCEsLMwXBQICALd+/QltVsGn63c0+lLuhKUqfGCUavCI/l55rMff9U5Dxw+Ba8nRJ+zzsbbWs6G4mrq3Sf/RVwl+Xjw4xV4gl6aaxu5/4WfMEYb8MkiO556icT4WA76GhAkhfpjfLFQq9XET7+d9hgd7VKA3IOtaDUnv/hsR8RYzfz18aVIXj8Bn5eduypOmKNWXd/GrrpDHMgazl2ZEzEPGseBZ24DoLy8AZfPRc9EI7klZdz67a4TZMXJRY2KzWt2gVvilj+/R1VNDaJsPOl2BGWZr/d76NM9BvuhHdz9TRkJPUecdDumzbqSV7/eisvgpaXdR2NNiP1LKwDQqARa2xvQ5ERjdzRzk8Hyh5BklpUQqTMvJykrjSRnkNoq25GtwL9s3IlsMNF/fA4v/7iUT3/czeKftnTSHwiyyNfrt5Oe0Z38Q8UU1oVrqa0+dIg3PnyfpGQzaQkGjKePwDu494k+xf9FcqKVTdu3EHA5MPVPIX/TJnr0ODEZFIoC/QYP5usl3zL3wrls37qF8sMlDlQI5OcV0+KL4YXcdm6860bGDwoLfU3v/RIosKWmkFZ3Oy9ev4tX7g7vm75pKpiTrSjRAX7++VNMU69BpTGxatUqlixZQnFxMQMHDmTr1q1YLJ0HU+975g1+WraIYcMHQnSA7olJBPzhtN6QX+Ga217D725l6LSL2VdaFXHUIpx0IvL8ESIcRuhiELsj5cGu9nm8xzpau660ORGciLnvylinSmmB8fx01GObObocdleYwooutfs9y1oP4YejHtvLiStg/T/paO5P5vz+/3gNQNfOu6NzHsuy/3N/Wznn/9zmWLCy6L9+3sIl//XzY6Er8yt18Nqn6qLqeUff2fG+BiJE4DjL80cctQgRDiPEQrbayml9BjNl/EQKDx4ktfcAFn7/AI3Fx1doQoiFeHUiPp+X4uWfkJwUR0tDA2ukqcydHH9cx+oqQiz0smby/c2zsPbK4co7/sq9L7/DnJvPoLns+K48CLFQtjqXoNOJSqfF3tKMbIjBZo/hUH0Sr66bTmaDkQxtEL+ssKW4lhpvPTmp/cN1edRq7HY78+fPZ+nSpRTU5jN31gU05peiBIOIOh0jx43llfcX41M18P69s3jmrVWEggqJBi0eQaGmyUtzW/C4nhfAwvMm0+hwMGPKSPYcLCe32EalTyFv/77jPtawYcOpLCzAqNUxYOgIikqLGDV5GvUfXUxB4uUMHz6cSy65hO3bt7N+/XoaGhpobu5a+tVffv6QkQ2FZFrU9EzqQWlREZuqbHz11wuOuzN5MjmNn7j6Axv19fWMHTuW8vJynn32WS646Soeu+Wek2bHFFZw5ll/YdXWQ/Q7bwQt9XZUpkTaPrmDZaaT50xOZgV7U3fz2m17yeoWg7vdQY03jncuns6W1JNnR1e55s77+eKtl4g36VCrNFgye5LROwf7h3OP+sI9hRXsj52HSi0iiiq6d0tDUWSie6UhfXELy6XplBdv4+6rrsEjiKzdvI8LWRcuO3AUFv3jMhICBlLis3B5m1lasBep3cbWL//B6OW90GvL+Oy6+TgcMt6gCl/IzTjXYsq6X4der2fq1KnU1dXR1taGNs3K6kVLTtCMnRzW3nULLY5m1BnZVGaMIWnf16SPGsRpc+88aptxLOMXaQpPL5iFWqvB57Tz4BermNH2I+W3vU37kk389aoruPS6WxF8Hi6+6y8IG+4jN+ZSAsEAg9JjGNgvm4KSSppcQTIr3uZvr23Gb2+iqN5ORUU1mw6WERNnwbvzJXZFX8zn91+KSgqyodDGuyu2o06Noz6v8wLhEf6/5rg6apHUxwgR/o3MKA1De3Xn/PPn8NDChcSG6k7YWHFWE5KkQE0l3n27WbN5Ez+8dNcJG68rPH3Z2ZgTE1AbjDx3yyW8/e47qE+QkITH0UacUY0p5CQq4EAfcvDyw/cjCAKyViAp3srCG+Zzy6ypTO3xL8VNURQZNWoUl1xyCbGxsfToEVZRa9y+g1jRT78kK3dddx1tVVXIQTcAOp2euiY/C2f24+H5o5G9Mib9idqjJtFu93PO1CE8cMVZPHXFVCalH2PhqKNQXpDH1WeP4cDar5nSKwZ7QwNff/LxkePDhg3D4/GQnZ1Na+uxlWCQZZn16/I5uL2Y1roW2praaLN3oor3O8FgMBATE4PX68XlctGnTx+8no6l2U8EA668luwxIs/fvIAPnr2X+2ePxOc7+WnJ5/T/mthDdWh21mJqkLE0t/BrqpOcCry/6BDZ8Xo2//0mDq38ksvGZKHTdf77U6tE7n/wPr5c/AXPvfQCfr+PgC98fZcW7kQ6sIU3nnqQN+68jLOGZXTan0/R0tDQjE8fi2hMJCE2k3r/4QBg6WqWP/ciW95byndPXsuzlw7DoDIDkJqaSm5uLi+//DJff/01NTU1p9x+2q5QWHqIoMqFt3Yf1k1vIjnaUQKdp58/POd0+vftz+jxU+gzcAQ3TBqMLMsosozJaKRPz57UFO7jQP4uhGA48BYKhuiblcKtl8/njOGDGdAznbiosHjUoX15TJx3LeNHDCWnRyYzp51GemJ4W0P3BDPxCfG0u/yIzlYunXM6onhqqQNH+OPzO7nVRohwcvBI8N6arbTZm5l/3yO4aw9wnIMjR6iuaiCxuxFUIte+tZjTM9MYmXHy1RY7Itso8lqum4DTzqYD1Ty88LETlqNfuWszFVvyaNhfwPuvLSKmz3Be+G4JgUCA5Y98y6jBg/j4409Zt2EzM8eH1flkWUaWZVavXs3GjRtZunQpd90VdnZVCswaOZCWmjpef+N1Lr1yAb369jrS7vHzelPX5Gbl3iouHZNMs+P4r6b9c6whKWp+/nkPz771GWt2F5CRcGI277slhWuvuJyr7lrIvPmXkB5tOJKWkJ6eTn5+PmVlZaxfv57MzMxjGkuSQkhBFx+vyGNffhEFlQ60wd+/ZDtAMBg8UtoiPT2d2NhYrPEnf6W7taSYVrkvIRH25e7m/hcXg3xilD87ok+vTFTW7mT2G8izy/KJlfyg/D5KNKxoXsEtp6dxyCti27+OFLEdvcHcaTutXsu777zLpRdfypOPP4HRaDpy77v72kt57OV38bfWM+OmpxmZ07mjptbp2VTRwFuLPmP5qvVofC5c/rDCZGFxPb2Tu7PonWe46/FvObjnEKIcFsIIBoNUV1fjdDq58MILmTp1Ku3t7ccwI6cGXxcU8cOuar7dXsrSrfms3HOIlvydnbbzOb2IOjPtzS1421wMHDAEURAQRAG3x8M7n35FeUUVi5f8iBIIS+kbDFGcOXYgVU1eDlY243K60ajC3+W8BVdStWcHv/zwPV/9vJ5vV2/CcPjYn88cT52tmbKqBraX1SB5g6hOsTIuEf74/P7DMhEiHEfMBiNfPvcKeo2GT59+hNtvvuqEjRWbocPt8eGztfPy5efR0NLEpKzuJ2y8rqBRqbl31hBc9RWM698DQhIeezOQetzH6hMfizEhEdRwz60LMFhT+OCuZ/Akn40gRHPWpDE4o/3EmM2UFhUB4RIHoigyZ84cRFFErVZTVVUFgMmgY8LAgYwbNYmieifffLyYgD388uN0tZMaZyE+IR4BhZ8256PXnqC4lRIk2hzF2AGZ9O6egNfvo6KpczWyrhAfbUBRYNG7L1BeeIDNP37M7L/8gyBQXV3NlClT6NOnD5IkkZube0xjybJCsimeCef0IibaSkpCMgera47PifzGuN1uevfuTXx8PLt378ZkMv0mL2hVz79Bm1WPvaiCYUOH8uBlzTyuPvliBnvW53LdvdchGJJ478E/s2fTCmKjfh9x3tgN29jz/HmoNq1i4rV3crolga073Z2202l1JCYmMGnyJPr3z+H99z5EI4bnPj7WxNsL72XfL99xcOXb1Nqa6Kx0tVGvp1tcHMMyexIStZTWF5Jg1tEMqI0yxMZw/uDrGTXyO2xNhUTJ+9gCOJ1OMjIyKCsr48svv6SlpYUpF576KaedUVDbyE3TBmKJTUIrCoR8dmJHDuu0nS4pEamlBo3RyLDThrDmp3XhciGKgqJI3H/LHcR3yyQnayBFFYW8AgiCSGWdjasunkZJTSNpGj3PFSwmHSjx6+h32pksiLPi++BjLJYYXF4P+4DXNpfz0oJujB8+ivU79rN+1yFUxshrc4STy+/jThshwkki0RLNfY8+SGDdAWpKD9GrWypIJ2alxaK3kGBN4oFPf+DVH9exrbiWv207cELG6iohRSFv2bd4W1rRdg9L4p8odcQ3nn0bFIXW5Yew1xVycO8uxo4dSlJyCgrQFpVKyaFSDuzbRaPDCUAgEMDv91NdXU1RURGNjY00NYUl1iuJZXtJFZW1rbhlma+37+XuBS8BsH7LAR79Ng97s53/x955x1dVpfv72af3nPTeCC2h915EEKwgYu86oljGsdexYB3RsZdRsY0VCwKCCFJCryGBVNJ7PTm9l/374/Dx3vv7DIk3EK5z73n+5LDXftfK3muvd633/b4VVXUcbbChVvTPQtzrCWDqcnK4qJbathbKqo6TltQ/8uutZidn3/YYptZmvFVdjLt0Kda2cPiu0WiktLSUVatW0dzcjNd7amGKwUAI3eApFNVVUdHeTlNnF/bk0aejG//jfPXVV7hcLkwmE8XFxXzwwQdoNZozbkeKWs6IvDSufep9THU1tLdb8fiDZ9yOffb7sXS1cEyU0GmzgcdLt/PfY8Ea9AVweULoY+OxHG9jc3U7en3vJ2o2qx2rzc7aNet57pkVqFRKhBPRFQ9edhYlB3Zw/uPfsv+n1XgcvW+8LH3uC7YUH+fNDZt447vvOVBVSzAQPh1d/cYHrHr5A3Zs3cN3333L7l+LeKUwXHh769atVFdX8+OPP2IymQiFQvj+FxScV8llbCqsoiFg4FiHk+vfWYfjeGWv1x0pKySkVGGMT6apspFtIQWhkAiCgChK2Lp5HR++/DJffPEe63/9CYCgGOCiWRNQiQaa2pqoa6+j3RoOZW6wB2gqOsiO7zbx5YYdWF1Oplz3FwAsli46Os3UVdRT3W1DqktCkESWzRHOLJEnLkKE/4TZHaCovZUPdv+T2rKD3P7JKqT9lA9g91nweaUc6DRjlaoJBWTMTUvol3v1la6WRjKG5aGQyTlsljN5zjk4gv2j8fNlYxeHPvoMf1yQTzcWs3jhlejkWkQxhICAVqshISMVdwhq28MLo0AgQDAYpLg4XCi1rq4O14lcoj9ljefHw0cprTpCUUUhydFxXLJwPgDFpSZsvhDHm9tBIqegzYnV1T+142yuIDaPQEjw4Ak6QRkuot4fPPXksxh9flpqi9lX+gtDBmSjiwo7hUOGDEGtVqNSqRg1ahSTJ08+pXuFQgGCwRD1HU6amzspq60lcCLU6N+d7OxsysvL0el0WK1W1Go1VdXVZ9wOy6ChVLQH2Pj+s2zM38uB6m48gTOvseX2yynYe5BRWiVRMjnby/qvVMTp5tyFc5m69DXiEhPQ5qXRHTscnbZ3p9vnC9Bc30p2Vjpnz52Bw+HC6QzPLd0Z5+NXqLkwIxl5jIGUebf3Wlfu2wdvZcV9d/HwlRcSFR3NluZoVh1sBSDkdRIKSviy4UMO+aVsMssJScIbhPn5+Vx44YVMmTKF8vJyFi5c+Ft9u39nJibFUNzlp6N8H0cqypiYl4sk2PsmoFyfhzhgOBYR9hcfZ8GE6UgkAqIogiDSGhBQGlTUmq08+WlYhdOo03Hs4GEufepRZHKRo7VNzBybA4DfH8DUXI+tvp4xOjVKlRKLNSz/KyDwxJrDrD68B3NIQmnBFtpa6vtvUCJE+BdEVB8jRDhBX2XbT7fc++mW9O8PzqQs/r+DnH5f6KlfM80/n/S3HdHnnvS32eb/vtx7T/LUdk5+mnyIC0/62+nmTMrY98e9hvKvFfrKubhPdjg5+aaCmpOfDAsnybfd3kf58r6Ox8na/KPInve1zzPp4b3l5O9tXxjPyetk6pGf9Lcz+b70RWq/gZOHpaZzcrXh0/0M/18tWRHhtHBad2L/PWIXIkQ4U1jC79ewvFG8f+cV3PfpevaVfQWknfSS4l93ULrmUyaOGUFC9nDkBGn2Bsla0HeJclPRfj7+ZB8NBcc4Ul6COSSjzvMrIfNSLp1VxR2TxmEwGnlz6ya8goYPt23lp9dXIPV7Ed1dfP7Nz3y7r5Z3P/6SP921BF9XJxVFO9nx4Wuo3Wa2VbVQZxLZ2dpNljwOlz/AJ49dz9pf9/Px1iPIFFk45RV8+9Jz1P/wIzk5qTicHtZWmtnW/CvQe+jQv+LR+79g51fP8rf7biczdwQyjY6HnnoGWHPSa8YMeoyRGb+SpkkkI8nAgIQk/FE6znvwqT7Z8Edi474Wjqz/li9feYYZeekUNJqpajUBq3CP+DO3X3oRVccKaem0UmF1Ivz8V269KZ+fVt3Pw/OHccc91zPg7FsxuzuxSszEjPkLPxVVotVoGRhn5IqzxvLK5kIGN73Xox07Fef/JpQQDIZD6xSpcQyv/4ir7l6DPgQaqYzq2iKabZ2UrX4ejP09Ov+Vn10TUDQUIDg8eLOzcPj83JbQRQ9+SZ+Zt+IVPj8sErS76G434XG4mXbZAljet0XY9+WTOfD8UibMvIiO2kq2lJdw7qN/h3E9X3fJa8V8t24LpQf2kjtmLO31FcTvW0Hs50V8sehqXA2V6PSJOCztvPhDPgfeO4cF965nbo4WjSYGl8PLu4er8UvjaFg5F03utXj9IkPjddyweAE7C4+weOmtMKtnOzzz/07IK2HBSD3XTtfzbUcuh+8Y1+flSMeQu5EEvUzJiufh22/nyseeocHkhI72vjXYD3zVPYl7r7oYgzGWwwWHGDkkk6teeQt6qFG9JXguK//+Go7Du8hIimLJqysREJkl9G3R3xN/OmZnbKuXUN0ubF7w2G1oh5zFQ5eksyqQxi+/dhNrqWL99v2MzlFiuHAm7w7VnXY77H/+kPgD1bSbnSwYm8fdty/jrmdfofOXe3m3wMT8C+/jLxeew8DkOD7ZsINBZ53L/henITv7b5Qc2s2d50/mxntf58GXHmbuDa+y/Lwy7n2mkZKjuyhobCE3I5nhI0ehMRj55s+DufSt79nx8wFLQ28oAAAgAElEQVRWXLGIkFxCvkfH15dk9/hJ2irOx5r/I36nje6WBkqra0kbNYkHr+xZBCZfch4PXT6Cs2ePZe2m/YgZ2fx6+BhJO96nOesqrN0OBKlATHw0pg4rg0o+gD+WHliE/wVEQh8jRPgXnJdtJH1QLrXVvcfMr3j+CfLyxhBQqFFEJ9HY2ITb3HZK9w94JVxw3p0YdEYSdWqiFHJCfi++QICCgnIkEpEYrR6PxYvHZgLgm3+8Q2dzNSpVLCmJBqbkpuI6EcKx5vNXiA74iFbo8ApZxBhz8AfDr7/N62VyTjK508/hwrNGI5dKUMjCq1+tQkbewHQUsTHIJQIB26kdYdWUHcFmtyFX6ZGp9Ii2VgJizyttgy6OkTkj6G7vIDt9IEqtmi9Wfn9KdvxxEKnc8DUv3X0tk2bMIDFKjfdEaGlyfAyEQkiUMuwhXzifRYTPP1yJYGvk/LkTEC3dPHHJWYj+cM7KvsYu7rvxMg5v/pRP33uab3YUIhV6348TBIHMlGReeXo56SkpxMfH/xad6TXbiE3KwZA0gChDCqZuO4FA/+Rt9kTzJw8QqihHtDpw7ypBKu0/UQ2VOICXx2VQcOdi8q+dTbRGweHdh/vcnhiUkZA0FLnSgDFrDPH6aKT0Hn634Do1KnsLP698ju/ffgy3EzQqFTKZnLriHUi9AaSmVrRBGfcsuxyAGKMBh09Eo41BFxNDglKKzxs+gVOEBObkJDApLwufLMTY8cNIm7KwVzssTSY6W5u4abpAVIKKn778vM9jASCIAiMH5fDsU38lEAoieD1of4dk/plk2aUXMXPcMGaPyMTrF/l+6yGq95y8ED2ATArb1/2AQS8jNXsoax65rd9UcmWCBKfbiUapIm/EVIZmpbFx4zcA/GT+gV0/vEWMVs+lIxN47aP17P3s9DuLEFalXDxzAovHD2HhvFkoo2LwB8KbPTqVlMEZaYwbnkWsUc1di2cza8ZUAA4d2MEb913LBUuW0lS+lyVTRmDUhk8Ct2xchyUoog2GwBdEBjTUlQGgVsm5ZmwqeKxIhSCa0t1otFE92hgKBZGrNfi9AWwtbbTWNeMydfTat+vnZXPJ4kVk5Izn8ssvJj4pmUeeDNdSXHbHfaiVMpYuXsiF02YwLjf9pCfWESKcChFHLUKE/4+5w7K56qpFbPtlLV8tv7PXdKKlV12KUhGgouAgHlMH0fFprN+47ZRscNo9+Jy1SHxuDrWaGJmajsTvRgAW5GXz+Y4S3DY7w7Ny8VjCdZU6LT4+W53Pp999j1EjYea8OXQe2gmA3t2Nr+E47V1dfLivAI3CSKo6/DFVyRS88re/IngtbK90o5BJkcvDi3utXE5hVS1CIEh1s40Zeaem9iiTeUiITeKmBx7n+NHjWBwS7N6eJd2HTZ5PfYuDnJxB+J022tqsTBl08hPOfycCbhsV9fVMvOwaps+ZS3pqMgZleFoenp3Jj9v2Ye6y4LaFkBJCIhHQS1T4BZHKDj/IlXRbfWikKgDsDgeNFVXszj/E0aLj+H0BFL9nASyKLL14EZPHjmTm+HHMm33WbwtMvVqHqbkDW2sDLWYbOpWm3xafPWF1STl/xSZENeyvau1XR2184kBCnRbaa+qxdLn47pKpfH3XycMUe8PtdlNlsXK0vJLKkoMYFFpC7t4FKGaMegK/P8Q7b7/HLwcrSDHE4HC5EQQRjV/E7fThtHXQ0FZP6dq3AehqriYQlFFxvB672UauUYLLF54jZo1Ox6aIwuUDnzWE0+WDXjZKAJwOK89fkY5PFNi2v4JYTeCU8ixlhHjwmsXUVlbx9sefMHpoBrb/gfpwPdHS0kSrxcvsi69k5JBBzJs2gVfe7dlBFYAOm523dxZSsms7neb+k9GXSKVIOo8TksXgNdVQ75IzOTtcX7JiTxdP37UQaX05CQOnkBD08dOqTf1ih0CA2Cgjo0cMJ31ILk2VxxmsCH9brA4r00Zksbm0HVEUcYmgrDoKgFom8PXGLfzzw+f55tO3aWqsh1euA8AXtJG/ezdjRg/H47MjCDIWzA+/fxq1gqpWO16Ph8riCs659HL8lp43EKVSGXaTheXvfoTV62bSlMnEx6f32rfGumZaWxo5mv8LioCSQUoZFnO4/uS9Dz7O4rOmotVo8NispMcnI5NFpPsjnH4ijlqECP8fRoWUlqpKRg7KwWkx9fr/9QoNWp0WtVyFWqlGl5DEXUv/cko2rPv6c5RuLy6zmauGxONTJqCKjkYhF2jtcrJ0/FAqC2q4ZdwwTJbwgq/LFWLWiEQuXDALISClssVP9KBwnI5x0Dw6DhcwJjGNO6ZOIDcjhoAY/pi63G4Et5Py/bu5ZHoOBoUMlTK88A9KpeQNzcbe1c3gAXG4AsFTir7+5suP8LvcnD95IjlDstApBfJie27Q7BFQyEUSEoy429uJ0UgRgv87CitXfvIE11+9BE/jMfz2Tro7u/H4wkIBOWmpzBqSSkeXHYkQJFEjB1Gky2NHTpB5iVGIopzrJgzD4g3ndehUSubOn83c2ZOoPFKG3ecjSd/7yY0ohtBIpVg6O5g2YSJFJUcRT+gVpMogKzMJn81JbnwKakJIpSfPgekvZHYX/1w8nPtvf40BEgUSQeivEoeMmTOXs6eNpr3bTU5aLI5OCx2tXX1u70BlNQoRbB0ddHR0INPoefDtd3q9ztHtJz1GR5fVz56PP+TBJXkkx8cSCATwOf2k6A2otKkMTk5HmzYUgAsmjMZu7mT4mDGolBq6HSHKD4c3bNRIuPq8qSSr5cQaVJz76Ecc3N37SYvf72XWtDH4rGZmjEyiwyI/pdMDt9tFS1sLKrWGlLgYxucOQ/UHKyRsc7hZOGUMT/zlMf586QLiNAq8vt5PkpWChGtzB/LRviJi1YZ+tFDk7z/tx6CWYnU4GJygJcWYBEDOVBf/+HYnMQP1dFdsIEnhJ+DpH6Gf5158g4Dfi1KppuHgQdRiiOwxYZn9plYTmfEJ5GqgpLIDvUSJMGo6AA8tnMWsYZkonCJdXh+jB49Fc/urAJTWN3DjZRciEX2MyhtK3vCROC1hB0kmV5GWkcDRvUUkKkQEuRpnqGc5A1EUiYuJ5ZkbLyNWHqI2YQEuU+8bA3K1ApVChcfmRGnQkR2tprO27rffo5RKGhtq0MhEvG5nRBEyQr8QeaoiRPhPSJFQ3dxB3e4qurvrWfTom72qee3ctpXOzhbi9MmE2p1I/C48ylPLBfjxq59Y+drzlJcfojWoQymaEGVyxqXrMNntWPEzYHAmdp+bwZnh2mvxWiVr9jSwZ/MOnFI9pRXlzDx3CQCDB6byDwbz+lfbqXa5WL5qE5kxowAIAa01RxGLfKz8ci1BmRyVKuyoCWIAQWdAJShAIiNwilOGqIyhoLULLDKaKgr59uuVXHVRz3k/lXt+Iijo6Oy2IMi0WO3dHKvvPCU7/ig4Wxt49vVPqFt1mPvuXUFQKuA9kSOW/8MG3vz1ILtbzRxst7Kv0UxIFBEBr1rPr3U1fPjw6xywdyOeSNTSKzU89dpqyqtqcMqVBIMB/jQ9q1c7QiKsyd/J7Q88yt8/+IC2tg7EE0IALT9/hdftweVyYXZ3o4zKRCI98+nNhXV22h3dONVGOvx+QqLYb3JTlb/8yFVPrSQ+OYEfd1ag1mvB3d3n9kLdbRQ1t1NnaiI2Lgan08bQjAG9XhfAj9tpo8UeJGjQsr6gBbPFgtvlxq4V6bS0YDl6FKu1haT0bAC2VNbQ0m2jpLKUhlCAxPgoOtsaAXA5vTRUVRGbnYFUpoZQiAfv/WuvdviCClrr6vBX+pErlLj9QfDZ+zwewWCQvcXFfPvdj5Q1tlHZ1kVI8scKG5Mq1Uij9JyVM5g2pxeJRMrd997T63WGAYMJyUMsGpeHw2frPwNFgfNmT8JqbkcTELBZOvCmhEuo7N3ZhXGBlqi0NMoOHWGfU4myn16Wh++/jc0HDyP6nPz9069pa23gpXffBaCp2U+px4Am2kCKJh6Tzct777wJwDm33k+b2QZBKVnGGAqrS1Aaw6rHV119AeOmzaW1qQGHw4a5q4OiowUAKBUKUmdNRa4JoorR015ZiN7YczH6rpYOmnwSOptqQZ9Ieul7qEr39No3S5eHgk27cQWkKAUp//z1OHM2/ceGzdKXPiTeI8cR8NDtdeDx/vuXTYjwxyPiqEWI8J945volnDtpEotefIyopEzGZiagVfZ8ejBn0SICMg1peYMgTkbQ7cWlObWd1ICo4kh7HY+/upnExOEkxmbit1hYpB3G8sHTKNlznM7SWqoaunhncDgkZNrFV/H+Vz9Q2OKksqqOl1Y8g14Xljt+7d67sB6rI/aCO3EpYNoVt9Nx8S0AqBUKrn76M96pyGdHSQPpaWnoNGoAfD4/mhHDsQWdHNp3jMTRk36r/dMXZtzwJpPPWsJBRycvfPAFDR1WKkuKe7xGEH3sKSji212V1LSU0drZxlFn38RM/miYFQlICPFCxRFyhsZT29iMQRV+3g7ZXPj9AYKhcI5FMBgCBBRKHeauTu56bw2bXN28tW4vOmNYQjIzOQ6ZEOCRJ35ke343TVYHn6/rfUEiCALbCgsZnJeHy+fF1GVGKg1/HlSGDEyrX8cYpaGrvABpcTmCu/eCwacbybzzefqHfezrsrDNoyQudV6/yQLf8NxnaFVS7LZOMjJ0FNTUU1bfd6ELtyghv76RNruNAw2N/HyghDGjRvyOK2WsLapFIgkQm5RNly+EXqdnWLpIV3sN9RWlCIpoyo6XYneGHcl3Pv+ZDzYforqpAcFio6W7G01UDBDOR+2y2PAGPCiTorh+9ng6zb3/LdUGPUvfOci3ZU1c82gjZpsXm6fv5SwSk9MoKK5i4eLzyRqQyfbCMs67aFif2+sPftq8lSdfeIW0oTr0IRvfbz/MrLk9bypdtuRGNvzyC1/uLWVnRQ2dcUNITR7UL/a9+dGXLP/b51z+3A+8+O02qqpbuOzWJwEYajKywHAj9ccOYrJYaGlpIrbfCpSLtFrtPPrRFyiitWw+XsXCC8LjVHrcyZb8KpwKJYct7aQOGsrU2WGRLY0hg67osXRGy3CqFRyvqcN/YpMqb/Q82jscyGLSOV5bz4EDW2ltqQNAIgFREFhba+NweQPvFRjp7Gjt0UKrqYMGSQqmyUtpsnazv76bD1qKeu3ZobYgb60vZufqXXiCLpZV+Nl0ycjffk9JSeGHti7iR81j3c6KvgxehAi9EpHnjxDhFPl3luf/dy87cLrl+XuS1z6ZnDT8cSSZZ/cgKX0y63uy/UzK4veVvkiij+tB2tzQR2nznsb+ZPQkKd5Xqfe+yIqf6WfgZG36Ofkm0C76rqL737Wjr/RlHPs6hn2dq062qOrpPLOnchAHuKCHK08vs3roc0+LxVAPv7bzr0Mg03oQ+/mjzH0R/rBE5PkjRPgjsWLuHK59+jncTgfO7jbsVjuVZRVc99rrfW7zhWsvZl/BccqbzSRGGxg1JI0vDv7E04Of4JzEdWQ/9SAhazu2734m6vIrUE5fxvMX344+SompoRl7ix2f24vX6uV9y26Gq6JQ+Ny88Zc/8cYXq1lT2U5z+y/AvB7tUAejEIAorYq/3ncts+ctZMzcHKBvoiJxkmguSNeQnRCDQiLys0PNo399mgVXnEeMV8aA7AwyYw34nSaUGjUu0vBIr+KZuEKG3T4Ch9fL3o3tPP7hBsoVR/pkQ2/83TkIlctKuqkCuRxK1h/ihTvPIfT8agzrfubCyXkMnzSPkExKcVeA924f3i929IXL7nyfuVMmEaXWUFNewqq4CZQcPIjvg0XUpi8h4JBgEECtUuAOBsgenQK/9Lzo2MY5hBD4+rmlqHRGEhNi+duFQ+H0K333ibLUPxEMBPjH04+za0c+lc2t+CUSvNse7fG6c9JLGXuvna6WCpwWO16vn1fXFTLC/AXRC17l28uGEQqJBN1uvvYn8/e11bD95GP10l4NKrWW6qoaJDIZLS0tGI16/nFVAsWGK6n66UU6q8oxK5Poksaj1+vh/J779uabPxJliCMpKhmL3URt/BReni/rcRmw5MVdHNyzG7vVhs/vQ6bQIVGq6P7lIYLzH8VutdLRXM/glBjKmhzh4smtPefr3LnGybP3/YVb7nsEm9WGTCZj/319l+evSbySKK0MQSonN0ZPdtZQQoEgu7+/HdvIh8nJyeHZZ5/FZrPx1Vdf8eOeLXDo9DtqB3WLMWqVLFl4BXINvPvBZ8TExJLT+D4lyVciB1L0clL0UvLrHFw0P4PGL1/h5uU7+OGbbzC5nUgFAbVajbD39R4l4he9sIHYjhYI+Jh18y3ojNG8880eeKhvi37nfZ/g/vkwZ43MYem5M9mw5wCr9h1CX/Qhd1dOZ0erk+savyTo99Hc2kqB20j+8slscM3ktksmc82F0ykrO45ar+OqR//JhbrdLHrCydqfn2FurBa9So9CF8Xm5jac2x5gyVMb2HvwODPyBlFV10J+aQ3Zxa/2W57oyVh8/9/45JtjrLz3bEJSJVaPyBt3XcrQT9ZiqNdTtX0zj15/BZ8WVjLAd4hPPn6F1tTrmDR4BKOjNRw1e6hurafT7iCp+SOals9hzOY/YbdbcAYCRKkUlF/8I2mP7WDk4qd5ZP4MEsaMB3+Iv65cTWnqRHgm4qhFOHNEQh8jRDhFDBkD2PDVP6kvL6LwWCmbd+2ltaH2lNqcMHEqDz94Ny8+eT9zpo5g/JTpCAE/hIIoo/QE2zoQ1+8Cr4xrZv0NAIVGgSiXM2HWcIZNHEBcrAaVLqz453V7uffq84gaOIoPX36cK8alIJf9Dtl24OiHr1G//kf8NW0IUuGUzrkVcikj0uIYP34yFX455s5OhBOzUHqCgUf/dAsvv/A6Tz7xArEaA/MWzOfwgUo2Ha7hwMGqcM5cnAyZp2elyFNBLkhIbDiKSqdDRIlfrUcMBnB3d7KjzsHSD/KxdLWx4I7lFB39Y4W7VNU1UXi4gNue+jsdXVa+WP40RVu2ANBu9pMWP4ji957ngRF5PDkyhUNHGntts7GhjtzMJMaOm8iL737L5MsfRKU7w0XUesDt8qAxGtmTv5PK6mrcbh+tjQ29XieIMGFUJueeNYs5Y0ehVsqRKMInOhqdkraWBmRGBUq9gKW2mof+fFbPDYrQ3NKCKIqUVxynuaWVjz7+CgjnAPpbqkkdkkdcwERsfAKBUO8hxF3NbXzxw366zC3k7y8mZG7sVW3xp59+ZkZmMmazg+tnTMHttrHy+7VhE0URg07Lo1fOIU4PAxOlCL+jEN0Dt1zHE2fncqWklJJvX+PXj1+j29S70NLJiI+SMTJVz8whqehiovCLAYL/aV558MEHCQQCCILAkCFD0GpOXuj4VLh64XncfOnlXDxtMm6TmfnTp5AdF5Z6V0klfPjwlTy5dBE3nTcerULCtNzwfLo/fyNpcTpuWziXNx99gFDAj9PRc85eQ20NXr+ERpubn97+BzvXvomGvocE6KO0SOVy4lJyic49mzrDeEyW8DNl8YnopQJqQxxRyUMQgiLSjiYAWpqqkAY9DBlxFhfMvwh7VwedLVUAxKeNIlkdTSgQorC2isl5szBqwjsyCkHGZefOIsEYzciB2XR1dRD8Hc/w6aapsgWTWyAuNZEWs4/kWAMBfwCfMgEqC5k9aSIJmVlITM1I5eFn2yBXcd8NF1Mb0LLsgjkIQT8SwsIwo7YsZZzcyq93nkXhk5fz/LRUVMe3AzBAE40POYgSBFEgxmBAFjnfiHCGiThqESKcInIZTJ05ndjUbKSiBL1Ox7hxo0+pzZjoGCqOHmVEZhztTR10NrficblwdLs5uqsdsaQE2UWLMC69mjevDSt9yaN1KM5dgibJSKfJjdMtEJ8VTs7+y+WzueL6G0iU2Xj0sy2sLWxBPKH62BNjkowYFAL1h7dz3ogcbM4AwVMIl86OVtPuCXHk8F7mDsriyiFGQifMUKkgOcWAubkOY1IaVyy5gMkz5xCliyZ3WhJTL74IkxmOlAdQ9WNQ9JFb78VvsRHw+ZAqFQwZbARRxOWX8MRV0/jH/TeRlJrIjy89wOJxvUs8n0m0KhUavZ5JWWmIiHg8EkLB8GLKHwxyTV4epfkFTBszhEsfuwqTw9VrmzKphM9fuo8nXnyF9569FSHo+0PFpEfFxmA3ddPW3ITD60cpCSH7HaqUggim8mqcdS3s2bUbr8XNDfPCinQzdAGMxmisde3sPNjFtFgNR009CwW4vX6sVgdHi8sI+ANkpKdh0IcX/YIg4EHGqg+/4Z0fDrJx5348Yu+f3z1FDUwaO4RDlU3EZ+Tg+x2S+MYoFU6FlqM+AwrjAA7UdGDtDIvveH0+AkhpM3ehN2gYmZfM2BExvbY5P3cAxuQUSo93MGL0SI5WNZ+SPH+URk0QBc1WL0YpEJIj+08bR8uXLycmJobGxkaSkpKYv2B+n+/VE6OyhxCdEM+vv2zg6hkLUCn9dLvDYzU5QYI2KCMmIRNt9DCWjo/H6wj/dqi8kXtuvI7J6dnkJCUwZ+xoFPKeF/CKlhY6tEmodUlIU3PZtb0Jb8uxPtuuVGqIiTby+sefcnzfNmxWB5/dtwyAGYYHUNnMmFotHDiwHU1UHFGK8FsrkamYfdZFyGRGdEmjueaulzDEhsudPPR4HoO0amL1saTFJ1LfcJym5hoAKho66GhuQy1XU1pRxhN33ozZ3Hdnva+4TS6GRstoNgcxhlzkzLsaENHGpJKkV5AWo8NVX8xlo3Nxj7gJgEAoRGJMHK8+8xhTrryRjx57mNCJo0BJMMBT18zB53EiCCFyMxPQNYbDVJO1GgQEPA01uMzdjE40kiDrH/XMCBFORsRRixDhFFGLQcw2HwatEoXPzrzpU/A7Tk1s4bwbH2B4Xi5xCYmkJ0dhQySABLcvxIYmBfKZ8/B9txbB6eKvP4ZFDo47B1K86hCtle2k5CaTMigKTsjsT5s0FGtzJU4XPHHJWCpqv0cm730nfdDEsbSXlhCXOpBrP/wei915SjW0UnLiURLEHwCXzcFxx3/syA4flY5GqkWCD4nThsPpZNfWtZgdTooOOZAJfgSCXDtfh7sfXQWDEEAe8CO63YguBw/9+TtEEaSCyN6D5VQc2YXT7CE5JZMnt/Xu6JxJ1u8p4XhZFTnJ0Xz+y158ogarI7yADIlS2hQD2NI5AGOUCtPBSmxNhb22KQZBrpCg1hiQIOA8sL2fe/Hfw2bqRKFSE/D5cXq8OFwefk88ligIoJfi8npodINSJ8OoDV/3RXETapmcgw0uRiWquas0xJtVvRWxlyCXy2ht7WR7/m5aWjtRqsJiPtdNHkhndSkJ8Qaam9rCz/b+3sd+woiBTJo8ibve+x55Sx3J7jZ+29k4CS+88U8yYqPZcO+V+JxO9mzbhnii6HlAlCBFik6jxNZtoqmhicaG3kVSBGcdKq+JvaX1LIg2kpcRfUoRb4MS45FJBVL1WjrcIUCCeMJxFQQBi8XCsmXLiIqKory8nGPH+u7Q9MT+Y4UMSxjMiMGjsDs8aIkjNTkc1n35gtHI6zuxllUgtpcRrXTgdoTLggwZmIFOqiRGbcAbdDJq1HB6UYinXaJH1lCKtNtEw4G9SEURnyyhz7a3trSQaLCTv/I5hmYlcf+CTF76OR+A3Z1TaNVGE61XoENHjCGG3MFhRcikpDQ27T7Irs0b8EkkWNsaUavDJ5ZOV5Dm7mYONFYSJ9XS2FJJmhDOT5PJpITcPl7/8iv8bg8+r5P/CY0Do0pBSoIKqctGZrIRqUaJVAwRkkoJ+UWGKHQUWrSgkCGVnvjGCVLqigpRSkOEbCYGjx2FRhkWzGrqtuJ0uFBqdTgsdjpsXpKFsDCPXicnWq+jo6Mbb1cHVm0c8YHeT+sjRDidRBy1CBFOEW1yGumTz8fW2U3q4EHYrGZQKE6pzYcff4qr7nmeXfnbkKUNY8vG/eg0StR6JXJ1kGD+T8hyJhKoP072icLV7pI63B1WAhIJbUdqsHbYaTGHZYuLC1s5WlWH4HGwavsvSGUSEHtfak2N1dGmknKgYB8vXTuXoD90SpPGLX9+jh3mIFafSFFTE9qgyPFj+wEYNm4aNa3VBPwihsQYlEPHkuIq56+PXMiR5jaczccJldk5sr2D9n7MixAd8MrftuMym/HZbDzw0FRCLi8uUcqRBiuHml1s2VPCus0b6XT8scJgPKEgPxeUUdLYSroylpiYEFGa8EnQTVffwgUjJNxxsxb97GHUDBjDd6sre20zKEhZu2kXw7LieeGtz9FMnnWm01J6RKnR43bYCarkRGs0IJFg+l1heSKrHzHgk+tRqbSs3lfKC1+EC9WLfi/L1x9jdEY8xU4X1n3rmd54sMfWDhcU8tSzr5CRlUpqajKIIY4Uhov7zp2YzR3v7aOlq4saqwddVDRRUb3XtzN3WSkt3MOY2Hi+a3RgM1t6PcmSSOUkjpmKuasdt6sdrSEWqSQ8H1nb2ymrKGdvjR2JRMRkA7Nd3asdG44HOFJZxZJ5uVjk0GzvuzQ/gNvnptPhoc1uRU6IgBj4ra6jIAjY7XZUKhUmk4mCggIGDuwf5cSKhnJqO2qQ+EX0GjVuApRWhsOZf9p+hPyaAmJSUhHSs/i6WKSkNTyfRqflkF9VQkCtor7dikGvwdeLGm61xU+dqRWf30tyYgypylQeuPrOPtsuAuX1Ad5etY4uiYb9BYdZcO6FABx0nI9UIiCLVpM5KAtvyMewC64GIBgMoJTJyc7LRRII0ub8j5qUoaCAXAXRfgUygxxBpeB4KJx4J0k1kd9exqIZ03DLpBS1xaJS9f7snG5219nZWmohKlpBKCYWT+1+XL4gGYOH4RhzPgUdzZjry6g2WxgzexEAaQmpPPTZGswNpQSdTupryxFk4TDWvKxMvswvQirKCIW8XNTdd1EAACAASURBVLKqiNb2sAS/zeGgob6eqHgj0ZlpbNqWz55DPc8DESKcbiKOWoQIp4pyCDW7i9jy/T7q60MUFHVSUNj34rgAbncCSdmzeG1NM5t3mbnu2lvx+0O4MRKti+WSJ5toLC2lenUj04YOAcDRpcTtM7DpcDqWQCpmWzKm9vCH9Olv6jhcYOOOl7/m7V881DcrqW/sfbn9+LfFPPhFCd2dcrYVeYhPHIc/2PfCtDu/XE2mMo1drSrqHPG4SaS1IzwNPfTsVopr3RTX+6moCyK3arnnMweapNHMSBrKZX86gnfSUD4uMuEjsc829IZqSg7T5wzgy9fz+ezNXyj3KwkCC2+7A1esgeyRGbhipdQqoxHjVP1mR1949J3nKVeo2WqxosszEDMwhfi8cJ29Rbdehvm8udyzo4GOsYuJnrWEzWU7em2zCzfKzDRW7ishJm8wHaKnRxW1M40xK4qsMYM46rbSInjolAZwRCl7va5sYSUVC2uIufl+MhZdS9pF16DICC/EFVlJpKUaeLuwgv054zHmZhAy9OyUr92/hy6Jh/fX/ED0kEy2lhzBODh8OnPdj5XkjUzjkd3NZF50IV1CiHZJ72O42+On2u3ivIsmsujsIcRcd9t/yeX6V3RKAtTWHsVm1NIoDXDDKx/QRngx7tGqUSbE0iSq2WWOpUkWSyi+91IXinQ93pQMXtlziCWrdiOmJIG078sH+YA04gdlUCOVcTjkxxWlJRAbLmkiJBqQJEVRYW6hwtzKkOnjUaf1XCerr7TI5Pxz2wYaYmXUqEDMTsAXE55bfrDqeaHGz4L3V3H5yp8pV2jZ5Ag7191xUbywo4znD+yiXSeiyYjHoO/ZaTnUUINFrqAw5OCYp5P9qUks/ebTPts+b8nF3PLYQwyaOh4hTiRr1CA0mWHbA0oPaq2fY9rhHGqtQjXvMmZffSkAH767HEm0kg2H9vPJ6s+QJUXRJZxw1lLiWWey0JqhZJ/HijIxDml6OLxbmxCPWz6STc0V2DNmsrnoe5z9mCt8MoaOz2DilExu/nAP9V2NHCzag96gJSotHn/2QHZYTLQn6LEuuJF6e/i0OJCgxxVrYHdHO+sP7+SmNz7FLg9//2yGEHlTsqmXu2lTQ/qQWOQp4Xn9vvxCpNkpmJRKOrRa7rx+EnX8seb8CP/7icjzR4jwOzAk/AM5B4mNNpCWmkBSXBxrf92JU/yUONUdhEIhRFFEEAQEAR5+5BEeeCrjtMvH3/sYjMm18usXH6NUqTj7uqVIBAmX3Qh66Q0EAwHUcgExGMQTEBElUtzC532W07/l6s2sW7cOtUpNMBhkxYoV3H4fdNWcuTOVex4VmTIRHrx7KUqZFG8gyIrXP+CyG2F09nJS43QUHStncM5g6hvq0MTEcqz+6dM+9vdV/8yOdz5iYmoUVd0BPALYHF4Mr15Hfg9y6X1BiIaZE1/H0m2jva2dKdPm0d7WwvGGZXTVnPy61KvmEBUVhT8QIBAIgCgiSCRkfvRn2pa9Q16shiSjAqcrQJnFz6iRw3n/hidPq+298Ys/HDq08cuVaJ1matu7aLB5EF69hYsOBTlw8BDnLViARCrh40/+iSYphvVLnz5pe1PvuxKbx4taIcfpdBCXOZKYjCys12YydVcXfp8bpcuEGSVeXwCpEOK9ix867f0afMeVSEUnapWG7u5u0tNS6TB7SX77uh5l+P8ITGY9T9oG8tobr1JRVYVaqWLZDVeQkTaIRemTTvv9rm1sRpBICIVCSCQCAVEEUeDL9L6pyZ5uzmIjf/Wn0Vl2mMpDx9DpokibPJVQfDLvqhtYsNuOXq9Do1TjcDvp6Ohk+wQdO6KXnDEb3/Tv5ZtPjiI6/FwxKZbEWB1xWeksV7bRdvPrKGUyYtQKLpuQh81l59ujzejfvJnhy19iamwIl1wGihCPbQwiipD7zSM03vYKRl0McfIoBJUCh91Cl8VG+Ydrz1i/zmIjTVe/x5xF5+Gp3c2wyQuwWZuQKuTsmD+Um5vi+Oabb1iwYAEulwsxFGLD0CCBbTXoq1qZODKDtT/tIDEhiqjoKBrumMuy+gT+9vzTZMdFk5OWSFe3haouO4pXb8B1/yoSDCFyh6dRVtTIsao2MlIyUa64BPkH1dhKfyXG6Of6axfz7WEdGJSY5iupuf4NPB4XsfExZKYPobBwPzlvLWNX7KVnbKwi/GGJyPNHiHCm0cgLiNFu5ZrFC8gdEYtep2fbtnU4A6BgDWqtmuTkREQR2tramTd7GZBx2u2YMgH+dtcAtr73MsroJCZeaqSo2QY3gkz8gYw4DR89fjOubjO3rfiUJkcQZJ/3+X6/briVh+75MwsXLmT//v0svjDIvY/3/UStL0ydKLDy2Szi5A62rfyEusoqVvxjMrCP1LhdXDAxl5euGEzGmCl4LQO4+pm3OFZ/+u1QH29hclkVby64m6Aimbod61i0eS9w3em/GVBdsoLU1GT+etUs1Kp9fFy/G5v9EuDkeS0tX23DotEwefJkWlpaCAaDLFiwgGNA+uFy4lVSBmYaCIREfE1OPM1uuKFfzD8pMwPxAEzKSEYIJtNgOcSTW/bTBSSVmblnxDzUZiWCIPCn7Ensr+tZWXN0uZtQyMNjl08i6A9x4Ogx7nnnYwZf+wnpdQ6uHKDHL5NwvPAAG2xaRCEEF5/+ftnXF4Kvi3tuvYusCSPZeXA3KzdsIPn036pfcDzwGMtHZTPkwcfxuW1ceuWdvPLAUrjl9DtqMe4khn/8NjdNacXe0cjjUffizR0JfyBtnlFlR5DKExgmMWBrdiFu3ErSFbeCGoa2+on1ydCoZbhtUhpag2x1++AM1sAcHtKypUngu1vHIMgVQIiAVw1KYMMB1DoNL/3pMoxWBUh0rFu/E968mYnrdjJ5LBgzlAQDPtRdAtdu8wOPENi8H4/MwH23XEMoCFe/+gUyRPjwzPULQLO7jRkXiSQZszC0d1JZXYHHmArAZzc9SlxcHAsWZVFWW8bLL7+K+M0yoqpaUG8qIjsUw/JhF2A3N7Ju43a4Yy5jLGrGlLfz2M2z0RpiaKWRB3/4kRCQVOXh+9fPRgwZKBOM3LmmDPOuepJWXMLUsjUkuUWuGD8a/55iStszOC5LgPlKvJuK+ey1Bxk/6SwqS4uY+8y7hFZ4e+xXhAh9IRL6GCHC70Aml+Pz+1CplNhtZrxeL5988BbAbwnVJrOZuPg4BEHo1yTruSMH4RM0tFbU8uzi/yg2KhfgqRsuZHv+YbJThvD2X67oTXegV4YPH04gEMBut3PgwIFTEhLpK4GAj5aWDs7OG4jP78Psd1BbH/bEZDI5PqudupY2/JYuBAQkkv6Z1sxmM3dOGUZJVTOheD17O21MG5TVL/cC0Ou1SGQCJnM7FrsVv6PrNwXHkzFq1ChkMhnp6enMnj2bQYMGYTSGpfT9QQkpiVpKGh2U1rqQBIPsKSjqN/tPRvjUWYIo1dBQXEl9m5UlYwYAkJmRycuvvcHOnTt5cvlzdJlMOJw9C/PolDK6HR28t3obVr+C7w/XojrxnK5dtYrmuko+++gHdueX0tluQiL0z0aDIEjw+3zYXU4aqkuYPGFCv9ynvxh+6aUk5E3A7wnhsAZ46L5luJX98y6FQiKeliO0Vlk5UmJC/uFNhHou5XbGCbqDqI2xyJQ6GivqkIR0iIHwhGp3uFizZi01tbU0drXjCwaIMhjOqH02l5+6ahsr1tQgStV0djn47tfjAPz54nlkR2koKj9GS0ctq7cd4N6FYUXTgFGKwyPSUOfH1CllYEqQYcnhd0KUCqh0CgLWbrbsK+RvV5+NyXHmVQ5jErJpOrITe3cz5UfKGDo4j5odGwAYOXIkOp2OgoICbr31Vjo6OhBDIRIyBnL2nJlUlVTQWn8cm81GZXm47ICndAXzpo/H5nQgum0cPVTM3bNHAaCQQ9HBOv65chfrN1bh9arQGcNKymvWHSQ2JpbmdhcNpgDVv7xG6MRHdcKkqai0yVQcKkOpS2DqzJlnfJwi/N8g4qhFiPA7kAggioAgJTNzIFkDB7L0jnsBSEtLIykpkVEjRmPqMpGSksyOHfn9ZsvdL71HS201+sQ08kaO+e3fAyGBFGM8F0+YgrujG6lSh+J3KDv2xKxZs4iJieHgwYOoVP8zsflfvfsCmUY9F885C7lWzdiJU8AfFshQyGUEPD6S/AKSrm5kEhkSoX+mNY/HRUJKArk5CTg3bWVafBS50f03JjNnzSRKZcAoDaBRypmZl45Az46ax+Phtttuw263M2rUKBYsWPDb300qFUjUKdGGPAxMlDApy8DwpN6l2fsDAQG5SkbW+NHMOHcuZ80aD4DFYuHyJYsBuPvOZQiCQHe3pce2VKKbx648iyvnn8P2bTsZmxxPUlR40bxs/CCqi8uYPjKXzPQMYow6fL6eZfb73CdBYPywEcikEtIzh1BafOQPJbrSG7lzL0cilWHubiYqKY1B2cnMuK7nouF9ZUaUFHsgg+1lHYzMHcTF07IIuP9YmQ4+ZRpiIEjO2XNISk8k65yLCATCtbdUCiVnzzsbrVZLZkoqA9Iz8XjP7GmKXyIw1OjjoavGIShUxGdl4yfsRDi8Ie46fzp56WkMGjSUS+dMIzsxfBKvboN4g0BGmkC0MUiMMkRJa/g6tUyFRiGSN24el543n+yMIdwwbdQZ7ReAfsxsqksqSB02nUEDswh1trJowRwAWltbeeutt5g8eTIrVqzA5wuXC0lyl+HtLiM3cxA+qwuHxY7shFMldnnRIqKTybF2W5g/eRwTh4Vzu9taGhgzYxw33jKdvOFZROli8IT/zKSoReIJ8OuuQpJlCtwtNsRgWAXzvFE5KKUhBuRlY2pt4aJxuWd8nCL83yDiqEWI8DtQSGWIooher6eqspwDe/J/OzXz+XxYrTaqqiqxWKy0tbXxzlvv9osdInDO4sUc/mk19voy3l+9kbHDhwEgkeio6epgc3EZPqWCa1/4Arm893pSPTF06FBWrlxJcXExpaWl/yNyzE1NbcSqojA3dtJaVEaw00STJZzErlIrsTrcfHu0jBaHn86Whv9Sj+l0EgxBVW0zJMSxz2xDF5fC/o7+k+dPyx6A2Wbh7+t3cayyjC2V7URH91xoOjU1lba2Nmw2G0qlkkAggMsVttFq8VHaaKbdJ2V9hZ2SVg8jkvpHpKEnRBFC5kZETwCpWo/P1Imtpfk3+z0eDzt27cHj8bDvwCFa23qWxU9KTsLvDtHldONxSRk5cDDTB4VP6JoHjOFQk4VPN+ezetdhpFo9Vqu1X/oVDAZQKpV8+v3XfPPNP/h5dyFiL471H42uymLWrvwUv6OL5Ann99t9fm0MUnvro6w9eISPP9/Pxl311OT7++1+fSFx2BREn53uylqKVxXQUtuCrTMs217dUI/L5eJ4dQ0en4+mttZ+O8k/GVuOdTB26nBEhRqkUggF2R9+jZg8LIfSqhqUCgWm9g6cXe1UN7UAYBgmsGdfEJcrSDAkUt0kxagNi6SIQohunGzbuJaOjmZqqsoRQmf+73JAmoLZE2L75+upqy7D4XdSXhw+LYyKimL16tXMnTuXd999N5yLC+w52kzeuMkUHT1AZfkxTJ3NmD1hR807/Fbi4jwEPC5UWi12l5nzHnkRgJrCcrZtKmTdVzvZtq2OgxUHkBBuU6nV0eEKkRxrwCTaaOx2EfSH23z1yx+oqWrkwbseRxJU8NVP28/wKEX4v0LEUYsQ4XcQCInkZKTw44ZNVJaVMGjwMNau+Q4AqVSC0+nE5XLi9/vxen0Eg6cYc3gSBCBVr+Xiu+7F4xa56tx5dFrCCpPL7rqXnYeOExul5khTPR6JFH8vktG98fjjj+Pz+TAYDDQ3N3P++edjNp9mlY5eSDDqWFVRTXVbE6XFx/BJRFy+8OLhQGEFFomWaJWM+AQjs+9/GZXq1JzTk+Hz+XDJNPg76kkJ2PAGzHj6cQr1hQIkD8ggGArx495irrj8IujltFChUNDY2IjVamX37t1oNJrfFpDRURLKzAF8ogxpQEq93UejeOYdCUGQIESnIwgKfNYO/E4HTlvYmQwEAsTHx5OXN5SjxccoKSlDDPVsY3lLJfXd3aQZdCQk6amxdOORhk/UxFCQho5upHIpU0bkIIpgs/ZPKNdtN9/EzEXLGJU3kvGjp/8/9t4zPspq6//+XtNL2qR3QhohBAgQIEgvSpGqIiqgIir23vWcY1fkYEUBRVQUEVSq9N47KUASSO99kimZXp4Xw/F+nv/nZHLuUG6f/53vO5jPvvbae67s2WvvtX6L/LKS67YOXC/k8QMIsvtRU5qHjybkuvWTWF+GulHE5vwW3DE+aBJ7Ito19br11xnsunoaq800FBUQf2si/v4KrFeuWv7x1kJKyiv48qulFJYUIYjcfzoMN4pd+y+z+mgdUz/dAy6Bm59bz+YdBQB0DwvjiV8PU9+gRVvWgstHxrZzHkdHJHLSZoG2VtBrXUhDBPqGexw1tUaOVFAhVUtx2C00mu1Eh10/hd32qNe6CAqL4HR9CTHxoeQVNFBSWgbAkSNH2LlzJ4sXL6a+vp66ujoEQeDhxx+huqQIdZA/ib16cCQ/D8sVGQaXvhJL1HiadI3gbONSYyMOhad2XEDP15Ea88iv1qHwl5EQIOfCJc8tviY5niq7jdTUOOwSCTFRMvzdns/Mdge/b9pFXHJ3lv+4mnpTGyLRjc3f7uJ/B12qj1108R8gdDJJ/ForD95IO7z1da3H1Vk7vHGtbRzJ9nY/ux6qj+3hbVyj2dF+u3b+/0YrEg5j27/9f5GXQMFDXubX25id7Yza2/M6yygvdvz/QfWxPU5w7W/W2vvO9v9F5snbO+WNG2m/t/etMyG33jZbN/L97ezcW2j/UETi5UBNco0DlP8q73AX/6N0qT520cWNxtvmuLm5GafTicViwWazUV9fj0QiIXPCYH5cspiY+ECEujLOnT5JZU0t0cPG89yLH7X7PEEDyxcu5R+vv47ZYiEtNYnjZ3IR+Vby4oM57PhhDttPb8bUZua+qfMxGto4b9d22hk7sPEg48dPZNHnP/D+y09So62lusazzgwNCmXepHHcNKAfxbk53PflOrTyEm6b/RF6kxFRzUluzYgnITSKDzft5WhpYbt2CBowNcJz8+dTWFCEWddIndGBQwTlFZfbtTEmaQFzbtOiKzRyObuMJcu/pLG8iOEPPkz1V/dRafAjOLIHFw9u4IW1uWhNTpqdWtb/cYDHH5yJy2YhJjSEkOho6ppa8c/+CFHPp8htqKdvTCi6tjaqjAKIRNSbKnnptulk2bS89uJT7Pj+F7r7+fPUF+9ibe7c5n7aTbFIxb6M6tuLkxeLqG2owk/qYH22tt023r7LLfpiBpl9uHB2H+d2rmP0lBkYBT/eHKsgS3Erb82+mQmjxyNXy9C1tHLzM2+Rpt/8l3EWLgzbRO/aXTw4bigup4Mvj+ZiSL+NyDXD0EfOxGRycPvwFA6dK6ZWGsLnv34EXnQ5vG2MhiQHUlBnZnBsFIJcztmSCp4dFQUbvDt+P1alIZfL2XlwDzePGINUIqVZZGPe73dx6dU8dAYbKo0PUokvEX19CNryjtf5feWVl5gzdjhBKgnLvl/Op3u34Rskp+r01RWO/u+yQVzJFyPvo7KyEqlUikgkorW1laqqqmve112TR7N264E//90jwo9RDz7KpbdHtfudjWYH222j2fXpMwwfOZa6mstknTpLyJChvD81lQL1NPokxAAi/Px88df4U7D8QUpe+Ibm9YcZftNYZk6dTaTDxNnsUxz86U7C7voeh8OBy+UiODiY/Px8CgoKSGv8sV07rsdm+8dPXmL91gNU1zbRotOh8VHx6LzbWfXyBPZaPLmAub9Mx2q1MvA+z6HQWMX7HJVOItBXzexb0jmfV0KzQ8W05x7hsZnTeLTbAAakJJAWH8HBnBL+OHicqcFHOM1kb6b8W0aynYQ7V+Bqbsbfxx9NaiJiuRJNSDCjH4fF329B6XDgEESEJ6djDw/kiW6+KBZ/j8/hiwSHBBMT3o1j2blMGJbGir/dw+DH1iKWSJBJpcjEUhRqGS6nwB9vj/E6x6PVMxHuncal3LMYDRAVHYV631FOWNYj6f0YdUYHLpcblULMDz+t442+reyXtX+gcNOsPjRUNbNz2U66p/Sg5nIR+3KPs/LuSD6pGMy9U25DIZOQHKbhhSVLcbsFnut+igdPDWOich9SpwPDhR38dERBVngYdW8OYPCEV6ho0lPWoEcsFhjYK5aCVS/D/0zabxf/F9PlqHXRxVXidDqpq6sjNDQUq9VKTk4O8fGeHJk2vYEB8RlIopMwNJmpqdWy+PMfvDpqAMPHTuC2NV/SL60bn/1+HDci3AjY7A4cTidypZIAjYav1nzJ3Fvvuyr7x4weS0v5aURyDVMTFnHnzDv5aPHPgJT7poxn4sjBqJMG4iOykhYTxOEGATduBLmMDx8cT3ifvtTnngfxf7acPP3wbM5v28Txs+cpb23mYJH34uAxgYGkRURRXnaBmyaPZ8HM6ZQ7fYCH0WXpUPSNQVddhlQqId5HjdFiACeY9c0MTInl3TuGoQmJouDCWZ5d78l3ahELrH52LmGxCbSUnOC9refIrfaE31WcOM1rI5JIyK/i7lA/sk+eQamQdXp+bRYRz94+gv59+vPI7dOZ/vzL9Aro/IFbSfFFfC8eRWkyMXfyKI6e2knauOmAAkEmJSEgHL/AQKQyCSI7vDdnEms63du1R1J/meSwAEIjInG5BG5Lt7DS5pH8K9daeXtuJuPnP8nDMjkfvPsRZVlHYeDtnerLanHyxdwpjBp9FyZ9E7+sW06ZuONaXVKplFX3TmWQn4glH73DS1v34hKg6bQ/0bEBTA4Lw6A3U9Wso7DQQVAHz8vZs4VH+kbQqDMztW86yw7voPHyjZfylkqktLS08NNPPyEWi3G5XLz77rvXpa86hxhBgDR/DQ88dA92czO1EnWH7QQ3DL95BlKVlEhJGkpBwW97foOpf8fqcDE2pTvDxo3j8Xc+RVxZifKKwqcgiBiZmMKt4WqMRnCHR3IQUKlUbN26lddff519+/aRm5uLXN5xQfRrjbaukfc+eAdLSx0Ouw1jWxuNjY1/ft508i0iYxzYza0UbJxDzxmr//zs3MYvCY/vg2CzMeeJZ1iz7CvemjmVyZm9eW32RCQqP+4YZ2b73kMwq/Ph2DkX83hx3hPI7Xbqayupb6imQtsApKAUK4mKikUi98Vq1GF3hyAIFsQiETKZjMxefbmQdZa2qgqWrS5H8rd7kEokyCRSyk7sRomE7fnlWAUpSW+P8WqHT2oQE7vFEDF6PHp9C1/t3MQWkZUgwGi2oVHKcItEmOwOHpxzO+EXvvX6PKPBiNpHhs2o58y29TgdVgouVAKR+CpdxAQGcFNqJDPTQrl/+q0sWf8HAErdGVQ1hxB6Pk9QnD+nv3oCa04EvDkAm9MBRhOHdpzGJZGRMaQHER1Vo++ii07QlaPWRRdXSXV1NVu3buWBBx7gvffeY8eOHaxe7fmRDdH4IUkcyMv/XIK71Yi/2odpo/p0+EyxVIpPYAj+IVFE9Eihb0oPXLjJPpmL2+Xi+yWryD6Ty7rv116Ro+w8IkHE4oXrMdYUM/fZpeQdOM7WrZ5QqAZtEz9s3o258jKna9oYGRmFGzdKpYqgoCi2nrzM9yvWkl/WhMresb621AlikRiFfzAtbhcZKanMSE/x2qauqY3PP17G3oN78RGMZKb1RyXxhLmcO9OE2+Hi1x1H+e1AGeU6M/+KOlBrAonwD+BcvYuSmga0ejfNdQ0ABAYHcbG0Cl2jlqrAgSy4qRtOmyfHpEdgIKsqRZQf3sSpWn8+y2rCYe28UmCISkGJXs/Xv62jqLSAUYPTaLuKqO7QsHAunTtOm1GJIA9kUPpYcnZ4auX5KeUsP3Web775Dm2jlqWbdlPf/NfSPfcVTFxq0rPjRDYHzmURFKjB7vbkFQ6PU7F1Vx47vlnO9u+X8fuW05zctb/TffkpxVhEKhZ++yVfbljPwcpWovw7FkcwmUxY3S58/APpFhLD1LGTsdtsfPjO40iUfhRW1GLQNmOyOWlr1Xf4vGE9u3Hy7HneWvw5b3zxA61VLtyOG7+p87H7kJSURG5uLlVVVZjNZnbs6FyoWUcc2bMftxtaFTISEmKYNGsOIqHjnEiXqYWc7RsxVxSxbPkq7HYnErvnoCQ2PIyDJXWExSXx6KwZqP0Cwe1x0hBJ6J7YB7NMhqxbEtJAT/ywSqViwoQJVFVV8dJLL7Fx40aee+656zJmb4TGhKOtr+LpF97i9TcWUVpUilLsGVfh7sf5bsUnNBTncOhMFl//tgWbwR8AP5WS9TtyKMq6wIZtx3j90XtRqgIQiQRuG96b33edQyqSUHipGLvVfFU2DsgczI+//UabS4ZEqsYuDqGbxDOPSpUPFXkXyN6/ngvHjyIWiwEBlxvUPj40apsI0viCVI7L6vkbK62oYN22nfgiQWy3cU9SGIKr4wMKuVyMxEdDfWUlNaXVOMx2gtUe57pB10ZPjT8vTRqFRJBTVq9D34FAkEQkYXLmFGY/eB+/rltFcUUlURGeumyCSMa0senEBfqyPyuPJ2/pxd6jewHwb7lIsWwym86eYsW5ZlwKX4ZPjgbgSE4ps8dl4DaUUrv1HRbcko7FfmPzFLv430GXo9ZFF1eJQqFgxowZvPbaa2g0GkaNGkVwsEdNL18UAG4bk4J8qLmchy+wcuPh/+CpAiP7JKOvLWViopoBA9JwAw6nHYVKyWMvLiAiOoxX33v1qgULFCo5Tzw1EYUqgDWfv0xsSgwH9h/yWGGxMW/m3TgMBsb26YtN5InoVweGERWXzq2pKQyMDqdfSjTjMjt2QF0yN267mPhe6cQqaC8KygAAIABJREFUfFBL5dz+4DyvbebNeRpDczMP3DoNm0PJTX374HR4HKcPSqqxmM3MmjmLo8WVJAeosV0Rn1j66QeE+UoZFB9BkEJKz/hgcn/6AoATp7OIDtGgra4m2dyMSKbAbvNsIG7pGcsTaSpkMoEMn0K2PHYbYlHnb8BENhMj4+O5qUc3YkL9uXPCLVQbOy/i8e57SyjObyI5PgibXodIZKQwzyP3ds/QIbw2YypDB2VQX1zMrEkTyOib1um+rgdNMcNIj43AoG1k9IDBCC4xTpcnCV/qdvPPr9+k95ABjL//IW7qHUJYondH3hvJIVGkx0Xy+IzJ9PKXcN/QgeiKajps53Q6GaEJoNVmZnyfcCLUgOCgqukipYV1xMjEBPn44OuyMKV/x4XtMwYOIT0piY/f/AfvPvMwMpkMQXzjxftfHXwz48ePJyAggB49ehASEsKePXuuS1//Oj+adfMwevYbxNk9f+BydLxJFxR+DBg5Ak1sOk89sQB/tZyKKxtxgxO+/nIJKk0gdz36OCP7pePGzZvvLmJi5hAcdaUozXY0Ah4lROD8+fMkJyej0+koKPCIbVyvEg3eaNW24hegYenST3jjjacI9FHRhsehiUkZQJRKgdxfw+hho3lw6likPp4xuwSYMbk/UcEqJo/LxNRgoa7ZExlgcClY8OjD2FxOxmRmoK2pvCobdQ1NzJt+NwHmetTGVkanJqGQeZxJu7ae5JS+9E4bRL8+/QiM7IlIIgFBhAQR4X5+nM4qIEDq5F/L5epNuygsreCxORPJTIkjNTGcBl3Hc28vsiATK1DYXKQPGwGCGv0V4SOxWMYzc2aS1qcX3z59Hwq1CnsHQi5DRvbGYm9jbFw8PjY5Nn0rtVs8h6kWm5vk8BCMdS1MG5jOuH6JdKvNByA983YqS08xbcgYetsK0VaWEBvuebHFLidD41NAiCDitk+Y99DcTs15F110RFfoYxddXCX+/v6sWbOGKVOmEBsbS0tLy58S4HYEKh75iPiBvRDkMj7Oykcu61iV0GV3oDeZkfkGYqippFfv0ci2CIjFYuQyGRdy8/EP8KW6stpzgXQVh/Nuu5tho+/hmzefo6ckkcrSSkrOtYL8Yz7beJhxYwYRHpVKeUstHx08hdsXQmOTiO4zmLyyahT2PLDbaWztWPbc5RJIGDaMNYvfp9JmQe12Yjc0e21TdmIbEqRUN1bhLDaTNDAMqd2z4fvy2bHoXQpM2kb6RsdQ1GxAKlaAE0QiMRtO5RPnkiEO9EFQO3llx88w8Wk0mkDOFZQwLGMgJh8/3MYg/P3VGIxw/lI5SQMSMNTqEQk6Cs31GGydPym1iESUN9dxIPsy+XXNtLSY2Jbf+bC3cD8b+/MamVpRg7+/koAAFQ89+iC7AanYja8g4dihE0TGRzMiMZ3iRu91yG40Dpudc7XVTJ56Ozt2H2FgZm/sZs+t34De0dSVFaO0Sig8d4K60jqUFWWd7uuWvErqh9ZQeKKKKquDsvzTZJf/Z5vZmjYJLc1OVmdnU2kXwC1B7Cvm02XvsHPRQvKLmqhzWHh95TgWdfCshtICcssqqWxqQ5AFIZaDb9CN//k9efIkZWVlLFy4EJPJhCAIHDlyhBHXoVivj0qO3mjm5Kkz3G8yoggPwVjUfl7mv3CcP8DxTauIlsai7huH02kizsdEFmAwtfHHL98wZeb9nDmwlc3HT6N2TyEuOoxhA4fSVFhJRUQ3/F1W7FdKIyQmJiKRSHC5XPj4+KDX6zH+DxRxjkuOZ8uv62nTGdBpDdSb25g6fTwAJSc3sa2gkF0XyonSaHj8sbn8a1E3tZnZsvYYUf4ySlsthIcGIlH40dyqZfCsp2g8vZbLjmjCZTpS+mYAnR9bm92Ckjaaa1uwOp3424yYr6j8hkx6kKqfFmI6Vo+jpxr/+D4408S4nGC1mzh14hA+AjhUEnpHppAPSMQCbpuDlT/t4IfsMnqpxPwn9wOmNiN6o45AKzikYnaePsr4+1/iFKBQKSnLzcbW5MSREITb4ehQuUHj7IHR18jYWQ9w/PBmiipKWVZymj5AWeklCi7kE+bjxzfrDyOTuLipjyd1QeLnz4hBvTCLXKQM6EOhW8NP2Z66lFOTI3EGiTj1/v30njaMX3dnIVo8v9Nz30UX7dF1o9ZFF1eJwWBg2rRpbNiwAalUisPhoE8fz+3SrBGD2HDzUFZqRXxSK2aCnz8f3NexDLXFZkPaeyyi2Ez6TnkChVKMys+PtL69aG1t5el7nyEwSENhQRFu19WFULldLorrq7n3pbf58vdvEQkS7HZPCI1OLOXn7QdxO91s2LgJjZ8vYpFAZLdk0tICmTL3QSyNbXy7eienyjt2ZsROcNhcJPfNxEelpKGhgT0n8ry2CfD1RyOx8bef95M5rielleX4qzxLl9apYfWa3YgUCjJ6xuIQK/6sHSeXy7lcVsVlkYNah5kItR+WK7dmbrebz3Ye50j2ORpLChn/8lc4rlxMHm9swW63MXLcAzTU2Mmtvzr5yKzSVt5Zs5v0blFMGNqTaosYu7PzOTIxUeG4JQKFFcUISj+sVjv6hgoAckursasEksK64SfypaWqnArtjS2n0BFil5vjxWVU1NcROqg/xQ0NNO7+FAC90UbRmSxCMgbx6Ztf0qt3HHJZ54uKx4WH0v/JRdAriksGHT3G3EGQxr/DdgaDgY2NdZxpc2IQOai3tzJz5kxqhSb2bc1HqfQhuVccg+NjaNie0OHzHHo9OouVkeMnIAoLwC9YRb+UXp0eV2dxu93U1dXRvXt3pFIpxcXFBAR4r83XWe6cPweAjPQ0GqpLUGnCyMu62GE7h9tBRWkpqvQEBJkMvb6JpN5JANw+dihHT2bz0EMLOL53F4NHjga3m+de+5QVBwsZPmAAohBfyluMvLY5F4Dg4GCGDx9OZmYm4eHh2Gw2EhMTr8uYvaFr0fHOsl+J65lMv0G98Vcq+Wad5zYz9Y5NfLPRhztHZTDvtltpbtQSk+g5UHC63Tz77Xf0SI1kREYKO3LysLTpCQoIRK1S0NxUQ09JPT8fv4Rf4NUpWVhdYgqKL6OOiSa4eyxNrUaqDJ7fggfnPka1TUdZhAEiYvFprsTlcuGv8UeCgCI8BovYQUmtgZXbswBwuwXcgoBdKjA9KgCdzc6zj9zfoR11g4fgp5IjCZax7IdvmTLoZi5dvgSAzWxg4eEzhKaFc/BMLioJHdb33HjwZy6fqueHNV9Roa1H0y2FoBDPOlD81SKkOJH6u7m5XyyzxvclNtZT3sPYUM6R8ycRGsvY9cs7bPtlBd0ypgCw+VINCn8lGc+/CrjIyi+52iyELrr4t3TJ83fRxVXSGfl4b6p+fxUJ/s7iTfXxv9umo3adYWRL+zk5BzXtK5F1Vu6/Pfs7+7zOynL/VWSjOyO/3Vnb2yup4K2cwvWQZv+ryNHfSDu8zaM31ccbyY2c/2s9NiPtH4x1VvWxPbyVzugsnXkH2iu3Ad5LblzrUgbe+Kuss138j9Ilz99FF38lPvrbIpSWGnqnDMI32Bddq44/Nm3m4/VreW3cWGK6dyfBX4oTBVllFeh0egTNbjas3syA8CA2fvQ0xdUNbC9s5aGVl3C3RLTbV0DoA2TE7uWJaeNJiAqjsKaW77Yf5I+8QjbcM49TZZe4d+4E5AoQyyXc9+zXHLSVtesUdNZZGNojkVfvHsuwoSMxm02UFFzg4y0HWH8hG0EQ8JVLePreO/D182Pbzj0kxXcD9rH5+dlEhacjVvhQWd9CY0MzlXWNwKp2+/Jmo8lcTUR4T97orSHUR8qDe8tZsXIR9z/1DIF2JZP7xNIvORGjQU/3PnG421qYwx/tPi+zZSs9Z3xEXlE5kX6+uCRS5s2byfK7e4OXzc9LPecSMeoMa7dWIvGXYjYJZMQJfH2umaFpw8jIyCAkNBSVUoWpzYSfny+C5kkqz1cxY8YMEhISSE9P55VXXulw7sceaCZz82qSe/fB0GJn6/HT6K0ijm5+xesmYc6Mofz98Xvx81HgtNr5+IeNTJh7GzePfqDDPq8l7dmYyVZe2WRi2bNPMC0jDYfDSvIjr9Eqg9GjdpDtNwWRyE2QnxSF4EQqFvA9tpKTPZ9D7evLwgcyiQyLISAwiiaTgY/n9cMYP5dJgxJ54N67qSs5T7NfKmaLiVEPC9hGzCHFN4wzBfW0mq202RzYHNCz9VeGPX+Om4J96dM3lWNnD7Dwu18w+aspz7rQqTFPe/J3dDoDc8b3QR4zhKytS1m24zgjc74mdv4nKHQCVY065FIJcXFJnMs/j+jouyzaWkRIUCgOk4HG+hosDjtfzR3DAkcCI1yB7HnzbqR2K6U1Onx9fPh6+Qs88cq3+IdF4rZJ0YSFoU7qTVlDDh/N6HtDN5EtyQ+jkopRyJUkRQZRZRYzbNYCdj3s/eRlWOJjiFJ8GTFiLK02AYWPhgzlKGYs0NGQ+ARuux234EYslWK32gg7+RELI8Yx1S+ZFStWUFRUxKpVqygoKGA0O7yOOVgpZ98HTxLV5yZsRgPnT+5jwfJNlDZd+3Bhb47Jq3/8SE2LH19/c4S9G3aDVE5R7jF6D2tfcv7Wb99C+H0PwTIZ/XoksPdsNrfNmcbf708mKjKUmtpG1GofJFIlGpXAuAQXRYd+ZPqct7lQVIdJHUJyZAShIRICY9MRnslg4BOr2X/wNHcP7cGIzAy255Txxp2zEA25pV07Vjor+LDnJJITE9j43hOkznyGy0UXieFX7n50PdTVEBLsT0hwFPqAMC6XNpC1rP211Nv3NYodzF9dwpbl3/HA6Jv49eAhtCYL5p1v897K+/nxrbUsGpvCN6eKsYnFlGv1hBu3st08khdeeIHZynKaJD6sKXbw89pfGCnajS7lUQICfAkLjaKuuYmSgjzGT5lEyfcPMmDmJxw6mkWsjxyVRsnGCw0I4T70L17B7c8tAqOZJq2e/tPn8dU3SzD+/A5EtWt+F110ii5HrYsurhIftYraWjOtxmb0ej0KpZQRIwfw8Xqw2x0Eua0E+AVid8pISO7NqSMHANi97jtGP3o3Q/vEEKRy0WSF/lQC7TtqIqBbTAz9U5MICYkkIMifRr2OP/LgjzPZiNUCpjYbFpMbp8yGs4Mk684ikirw8wmirPAyfio54aExVFT/l9S00+2mR1pvGmprMFusVNd6kt+rS2sI8k3C3GanrqYWqcwX09UsQ243bhdMykggtO8gvlLv4uUX3wWeoVeEhgHREcTHhiNXJVFbWU1AUMcHXSUlVXy84HZS+qRhc9l45G9fINyz0GubhPGlZGXVcM+wZKL8AyiprSK/yZOzZ7VYyc/LRySRIASJEMQi/pVtv2DBAnQ6HdXV1TgcDp5++mk+++wzr32p5DKaTVbkIjWqbr5IcvO59B+EN2b27oFU7IO2UYtUKjB/zu1UOK5OiOZas//wbnpGBNAtIhaRXEDkdiCVKQAXsT4Cb0+PJKFPP9YeKWbnyULcbjcOsxH/QDnDB08jNDAIl8iJMT8HgAcmpzN52p2IVUEERpg5eu4SVQ1aeDgDp9uNqc3GA7eNZfOuY1Q06WhwesQdcvdsJnpkbxLjwxk5aAib9u7j4lUouklFIMJB8JC5tF4+R8GFGqZmZvAzIEhszJhwK91j4rELYlb+uJqk+GiKAT+1nIDASHRtl/ETu1AqfbCbtBw9UYPJqGb44AH4J/VBcDo4vc8TRtfWZuL3HzYS5KtkyqibkIRG0NbScJXfzH+fpKR4Lmdns+LbD7FZjXzw1Qoc/8EcuhIlnCtrJj78NDkltQwaOYklxYuAh7HZLGx7czxBw17EUnuUIXe+8mfY2+jRo4mKisLPz49Vq1Zht9uhg3TglMgAAkNCQd+AYDMTHBCI0XJ1yomdoUkPJoOFLY+EQelSLGc3k/FUAVYvKo4aX4Hc6ibuvWUIYeGByNMSyTt/GUhGb/CUGjGbTQSJQSr1QST719+6mHueeh+/hlrC1C20mZsJ7OvHUuD8hQLEgovxI4cRExfNHyfOUBORSLQX29999mVs5jZ+e/JWRDExnP3nI0yb9jJsyqC1SU+YoMSAinCpDHN1PsGa7lc1V+XnjjEiLZKY+EimiG9i6/49lDqcmCxW7C4XPQLUbFr2GKgk9L/bs5YajW0c2vwri16fhTg4kpS4RiqrqiEWWrSNCGYdl/Ivo5RIEIkEdu/cTgIPEhwSzkO3PUJ4qIOKgr0YDPXst3nWbrnejZ9cjVlsYe03XzC+Vzc2S8VXNbYuuvh3dOWoddHFVRIUHEy/1CCqqwvR6SrZsHkLAVdyBcxmG0lDBrN7/xmOnTmFXCTFbPGoXsmMTaz96Qc08b3YeLGZ0b2j2EMHUuSCCJ3BxpqztTTUX2Lz3lOIZL4AlButmA02zK2t+Piq8ZH78OHyv1+XMYfGpuFw2kEVzO6DxymorCdI/V81kkw2J3qdnrY2E/6+PjQ2e06ou8en4BD7E+GrRqQK4tddW4gM7nxso9MJEqnA2hoxWWfOEh8fwj9G9wBgTFoUJrGSxduy+H57Lp/vOEd9c8eOmlQi4BaJ0dY1om1qQqWUdJh7cPpcDheK3BTpZVRoW3CKfGjSezZZ2hYtLtysWP41Hy/+Jy6nA8HtsSM7O5u77roLAEEQqKnpWJFQplSz8mgZw19fxoljJzC0Cui0HQu5+GiCeP+7HymqaaW8xUFWfiV1NTd+A++N1vI6ipv1VDbUcuD8ZUzVNcgkHtW5V0fJyT+vIzerkOcfvQ25RIQbcDucBAZpWLPrMEdPnePTg7m4Wz21+Rx2J4ILzu7ZQtaFfLZu3cXQzEwAzGYXuS31xCcm0LtHMjEhGoIUnp9Et93Cz5sPMu3xZ3n8iTdwOUzI3Z1X6hRdCR774YVHefyRuyiua8Kk9RxsKCS+bNi2k9Vr17BwxS/cP/9hdFck/wPU/mTv/gNTcw2PvbYUf79A3G43Xy1fxu3TZ7B/30lWPfd3Di7/AdeV983pEggJC8PsENh4qoCv3vsAs/7GOx9KhZKkHr34Y+d+ci5cok9qL3J2r+uwnconiH4DMgmP64VDHUN+aRUZQ0cBMHXoQHaXhmNtyOfJZz/ipSn9CQ7w5BNZLBbGjRvHM888g1wuZ/bs2R325XDYefjrDfztq2+467UPmf3FWqb0u/H5a34yOTXNbSQ9fYFuE5byluGlf4lWtoteb2BIXCSv/raX45fLWHnoAsUlnry20KgQAGJ8VXw5/Wa+ffVh5CLPIhYTn0KQj4lzpRfYdPI8bkGFr18oADkFZQyLDKD0ch7973iKjdtPsPzDF7za0WZqQSwR2J9dAQ2V7MqrJ+vsWs+HFisu3Jh0rRiMBkRiNQ1XmTN7MiufwnItAg5OljRS32DE4XQhFYlxC7DV5MTmhn0nKnjujuEArP5+FZ88PpuFx/KoatYiVYfy3jtvA+CyuZkyajiD4yMJCwkiKa47CoUnL9ZscbP77GmKLxWycl8hQT5uAtUqALTGNpYcyibYN4Bjl7VUm9q4CnHgLrpoly5HrYsurpL0XibEkkhSk3szMGMYr776Fqg9zsdn2w4QljKAAT3iiFJHIlXJ+WLbPgDefP897pswAktdA0+OS6KpScv8g/le+xIEN9X1Wh4eEoZGEcRDU0dgcHh+VBpb9Uwe3B+n0UFEt0SCQ0NJHTH8uoz5roceICk+hQQfBWnqANK7ReH4P05/MzJvQqVSMnBAOmaLR8TDLrYRo/FFp7MjqrnE3+99GKez8xtgiUTG3+4eypz0MEwWMQGCwPjBHkfNR+xPU3kNL0y9iRn9InhpQDyl1R1vWKN8ZfQamMHhw2cJD46iVWfG1cEmXapSIFY5SZYZsLW2ECKIsFk9bSZMmIhCpSK1V09uvXUKOl0rlitzZbPZiI+PJygoiKamJh577LEO7XMLEBXky4bHphOoFJMeo6DW2LGKZIAD3px9DzKnjT7dohibFEOApqNSzTeWEZMnc3NaL9wWmNmvP9HpA5DJPMIrIRFSho9JR2Z2IpH7IRHcuN0CLpeNc2fzePHe2fRLiOSZ/glIZUoAjpwsRhkWR+bo8fTrncZzdwzjyJEjAGjUYj5+bx5LPvue5IQo7GYLQT6edvk1dcT6+BEqVfH5B6/jwkaArPNFz12AWCQwdswYhqcOoF98FNl5lwEoLqsms08Ks267m0dvHo6rTce5PI9wgrXlLP2HjkQTN4CFD92GTdMLiUKDyC0guGHyHXfQvf8gRj68AP9IjyiIWdfC6KRQpqT1ZHRQAA88tQC/kOuQjNoBgWoVCbFhTB0zCLVSQUpEJAVnT3bYzq6vpX8oxCUm8dDt4xmZEkPBJU/I6bT5z3DnrWNwGqpZtnI158t0CFLP+peSksKWLVvw8/MjMjKStWvXdtiXRiHjmztG8/xdt/P6XZPZsGAaFVW1VzfwTuBwt9Hdx8QYXxPF/+zDwzWvk+jv/X0TEJFbWc9b028hVRPJU8MHEhbscVpvGSRmZloML01IJ6R7KH0TNQh4PL+CM8cQHHZkdie9g5VoXHa09Z4xG9tMzL37TjSxPfjnfWPY+c1bZOVe9m67w0l3Pynjn36awv1HmbHgYZxuz+2d09CGr1uCvVaPU+9EYrEwbvigq5qraF8p4wem4HK6mDM4jafuvt1Tr8/ShkQkcEvPaNxmMaMTfLilp+fA9IlnHkfnkvC3Bx8iQOmPRiHl7XfeASAxrRdmbSu3jp3EpEEZxKQPJHPsDACUQhtpgWa0LU08MCaNqKhIEsI9Tq3IBY/c1AuXzUGEj4SYiDhEQpen1sW1p8tR66KLq0QkETHvhVxqS8o4v+0Ya1euoNmaCsBrjz7OJ8t+4FxZHU6FL++tWYvN5AlL+WJvE82NVRj1NVRq7expjKAqfpjXvqJUUr76fCm/7TtNk6GVsvo6Rk+aCYBaJgEfFWaTg8pj5zHoddRWll+fMcukrDuUTUNBA5Y6B9m5Jyht/v/e6qxcvpTDR4+Rn38J25WQp5SMPlhtFkp2HaJM56KwqJBWfce3Qe0hlftz79vfUmmwEKAIp9riZulez6auVK+j0A6NVdVYbU5arCaGxHZ8Wt5mc/Dki++i9Pfj6Tc+Qqdvw9VBiKDN6qSpWYLQIsPXR0OzVU//2BgAjh49Rl1NNVabA39/fw4dOkJ5eSnguUXLz88nMzOT+fPn8/nnn3c8aJeL9edK+eNiAecMvqw+XUrZldBSb9S1aMm7eAFftYLa2lrOFJdjMnW+TMD1oFtsN2oMOnJ1Ws7VFiGWShFJPaGxEoUcq7GFS5ZQlAEKRCIxbtzcMe9RwM3iFd9RW9dGQ2MNBaWem4WlH39Ma/5Zai8cR6bS0D0sidTuns3bY/MXcOm8kfH9M1izYRd2txv7lUMDq8NFo9tKaFQQGw6cRltvw23t/FwJCMQm98Sus2B2uaiqbyQkwOM8tej0fLVnJ2c37cLtG4AmoSd+QT4ARIz5EKfbiRwbYgTEYhngxi24ceBm1tynuePDlZzdt41ft2cDYLfaadUacIVHIEmMRltegjrwxifOnMvJRW6qRlvXSOMny3nj61UICnWH7fbk1VJU3ciG37aiE3zJOX2E6hDPGuHnH0jjhc2UZ9VTuHc5z3z8/Z/tFi9ezFtvvUV0dDQGgwHhP9g0Z1VrWbl1JztXbOD8npNsPnKMQxUdFzC/1ojsNsxmC/2DI/lxQw4Xmmx8NSHGaxtdqxGbCH45eYZlP2/hSH0tVrHnnSpoNRI20ElgZCQ9wpN4//vdCFLPjVpoQg/abFZqy6s4uPsMFmsbtivvto9KTml5PubyOvoOHsgzn3yHyO5d7l+EC4vNQeOW5eQUN1Cz+1ciQj0HQCarEZlSitauR2vRI1FIKNiz7KrmSt/cxL4L5yk+co5WVz0WnAgCONwSJDIZh09fQGqX4LJZmP6JR0REEAQmPv137PWlyMVidl2uICw8HIAxU1/AgIOmy6WUVZYiRoNE5Flz6qou0domEB4Sj8UqAhS0ttYD0Gw0om0yUlLXQE2rhUPHT+K+ilv3Lrpojy5HrYsurhK7rhW7uRCHtIawnn14Y8Uxnn3Kcwp5151T2L3/IssPXOR8yXmiUseROXoMAM/cO5kaq439hUaWuhs4VVhB7u+nvPblFolQqn0Z2r8X2Rcq6D7jRfz9PaeoCpWc9XsO0Hd0BhGj0pn16hI0ZQXXZcxtNRWcL6skKDOOoPRQDp/ORv1/bMLG3XIL3aKisFhtCFdiQrIvliGoxMRMGkVq714UarUs/2NTp+3QN/2Gn18eD32zCUmAk21nKogfNA6AH09cZuf5S5gtZsSCnY0Xq4hIDu/wmQ2teoq0Jpb8vh27XE2T0YxE6j3ZRaWQEhropFmkpaSyhMsV9Xx2tAqAy5cKuJR/iarKSvbu3UNVZSXff+cRT1EoFCxZsoQff/yRN998k+zsbBobG711xfIV3+HGjdHmJFCsI71vIgqlT4fjqmloxK4UKC1oofB8PZ989yund+/rsN2NZN/hbHLLGhgaFolIGcilKjuCyPMz1VSspfRMMUPSZNxx7z+QyiXghrzcXKITk1n823Z0rlZOZh8hIT4OAMEnkLDeoykozWfRovfoWbaTiO6ez6xWN1s37SdxWCqxERrMdgc2h2cza3c7uVjRyMwRmSxecwCJIKbF3nlHzeFycPM99xM8fATNuhYkUikXKjzOup+/hh8/XYk9UYNF5EChUrJjw24ARCIBXcVF7G31OFytSKVyXFYjuCE6OpLBw/tx8rtXWPTdJnIKSgBoMZppc7vIOnQAa2ktitBInFfhZHYWP7UKk0tJSX0tZ3sl0yNIQnL3jv/+Uu8bzN6jJ8jLy2HjD8sx1lh5o9gjMBEdE0uLOB7fGDkh09/m+Vdf/lNfTSKR0LdvX1pbWzl+/DjijmIHgcX3ZJLeM5qyfPSlAAAgAElEQVT3TmWx6OwlXCI3Zz/r+Fb7WnMgq46i2jbiE00U6iV8dsTE2J+LvLaJ7p5MUogvcrEE/8RQ7DYLI0d4wnpFLWLOVDu5nJPNuj0/Ydf7Uuj2HAI21TRiMujokZ7KnHlTKWpswmT23PDfdtt07v/nOqq0tRQUFLDvZAF+vt5v9uISk8gpreH46VxO557hcEExgsTzpRicdvJra0mJisdkMBCoaSEtNfiq5upQgY1tJ2uRdPOhudXEhn07cDjdGKwWTHYbl4ubufO9Lzl4sYmzpZ66fW63m/wD65j76WrWZufTU9KM2+U5fIuJSuD4wWwO1+Sz+9xFYuJSuWWSR9QpIronpVUlNOpbqWgop6TcQN+kAQB8deASlXoTUYEBzM9MZPyoTNzurhu1Lq49XfL8XXTxF+N6SOZ3hr+KHL03vEk5H2hHan9oy7Z22xzVTGr3s+thf2fojOw5AP3+/SZidFb7stztzSHAKC9lDq61uuCNLEngrS9vdMaOzkq2N9G+4xVM+zX6DNj/7f+fYUq7bbzZaKP9GwSpl3PgA9f4/ejsPLra2WJ4K99wre240aUROmNHp9ccL1zrcgXe3sWjtL+uD+Pf/x54e387O1fe6JL1/7+KLnn+Lrr4vx2JQUyvxG707NGH5pZWTubk0CbOIzpkMbfdbmTMj2fRW0ysipBzzmGgsbaQ2KAeiAQ32Xt/RxBBWdklJs5/n5qGc9ibnAQFBJP32yKC4nuRcfN9fL9lIwNHpDJ17AwG9p5NTF09I1+bx8KPXibAoQQ+6pTt6f0HE+pSohFkNPqoCekWR1r3IOCNazpHAK9vq2Lrxu2cPXYUpUTC5dpW/v7WC6x6JBNT5Re8e9cLvPv9F1hPbSNs2maW/bCYL+nBlpYh7N+/n4KCAkwmE6+//jpisRg5sHreE6QNHYbaz5e2pgbyjxzmia2fAn7X3P7OUHD3Ql6UyBmVmkzKTWOoyMvlq1I35z8a7LXd33uMYvbkm/ENCAVrG6fOZ/Hq99sIB7ID7iQmIoInbu5LVn4RKw9eQN09HKjg+em7wGmj4MJblJQ3EdPNh8OVu2l4eCF/PLsK/cmNyERy5MkDGXzLYNL0m6/LuIe8epBPPvkExxUl09DQUBKzPqEk+UGeu7k/3eISUPprcLudlJ48ye9b/9HpvqLv/h6X08XI0aOpqariiy+/4JWP38cY3EJoVhmNtWUkKmyUa5tIHTebz+/N4IAwEYVMTnqfFHb+/isrvljMT5t34H/Je6hXVcQdDA8L4pYB/XGZXHx/6gzH67RktG3goZ/D0J9ZxSOju4NNTWmDkqcfCOdZSRyjnYHUVxhY9uWX1NfUEBoVya6PRzL941N8+P6nCLjJSIgjt6QUuVxOZNUPhE3/gea6KsxmKw6bE6lYxO9bd0I37/MRNfglsgvLeerW4VzStpFdUUnQ+RXo3vmJ1BIbTz30FG++9yJVLS2MHjOc7e9O5HzgXbw1I5NRQ0ex/vd1HM6v4LGRY/jsu2tfDqJywXf8dP/L+Pv7k5OThVKpoq3NyDez/SjKeI7VH68ksOY4dv84zpnlrPjinyj2v8RBJlKVsxGJYMTWYkYV0YOC/NMwrXOO2tKCOJqbPeq/TU1NNDY2UlFRQc6nE5izJ4rKx5Zw72MapFI5LSYJ5blF8OO136Crhz2Gv1pEVbVAn7hunCwtRyqxI8tZRl7GUhx5hxgVJPC3Nx/n3uc+oyQyE/K927Hush+vzZ/DO/eNYf6n23HJ5ciPLoFO1qP3G/0GsQoJjzz8CAePHsDapuXRf65hovow2cHzeXbuFBQKJYu/W4dEoiAouhtBJ17ioGgSvbtHMTkpiNUnLuEQi4jL/ZrMk1q2PrWY7pGh3Dl+IKu2HOOBp59i2bwwr3YcYRLP3zmMIZGh9J9/O61aI/1HLmA0Ozilvh2pVEr37t2Jj4/nxIkTNItsUNl+1MMccxDvZd7OF3+/G19NEL//uIXxf3+PRd1NxD3wCzlZZz1KpU4nTkAkEqPJ+WfnJrGL/xV0OWpddPEXRCQSER0ZQ2RENGm90sm9VECbzU3msF74/Po53Y/uZt9HL3DfyImcff11AJpqq8g6tJHq6jrkCjn79pzG1uoJvxsVmUHl0T/wjU7EadRxat1H+Kb3Bj8nQwdMYWrFSoJHDqT2oxmMz/wHT774Oh8s7Zzt7z//CGuX/MyIlDiGTb+NEoOWtVuuT4idSFCwdds+7umVxt0TJrL+1G5OnToGj2TS0lTDe1t+wy0koBgs49Fxe/4MdxGJRGzcuJGHHnqIiooKFi5c+GcNM52xmSM795KemkD2+XzCA9VYzBb+Ko7aoG7h1F+oIquqmZ5+wcjVfkjEHV/37cotZ+Y4Bw6zgeZWLW58GZueyEUAl5Onhicw5OaJhATsZ92ZQpxX8i0EnMhE6+nZO5K+GeEofGSc/k1Ks87F2UN7OL/uF5JiIrAdO4JMUF23cUskEn7++WfWr1+PXq9nx44dxNnthKnlOBxu7FYLvoKbP3YfYEBs+yUu/hMa6uv5cum3BAUHY7FYWP3Lz4hEIpxOJ9+u2EFmipo7595Pqq6Cov9DRGf3+l+x2W2opKCQdvwT26+fG32FG4fcD6VCIMhXhbPWkxcklkAvqYUTxxoJVWnZ6RyCwdhGTuN+xiXcRcOFc9zRfxjF4YXUX7kcsjucyGQyXpk2nISEJHIuXObLXQcBqDl/jnkTBxIfEIpC5UtFm5kFjy1gz9aNXm2sMzuYlBrJLbdMYIwmnHWHD5MN6PR6VFIfdu7Zzh2T7mLZT0s4feoUMJGAADU9EqKxmw3MGjMAmcJF8JSB/+3v4j9BJJJibDMQFhbKsGEjMJtNnD7tCSP/56c/EW87T9TkuQhOK3lfLqJ3QjcKr7T1D4pAX5mPQqFCLnLRZ8DYTtvhdrsJCAjgp59+QiwW43Q6yc/PR2ACUSoxpbpWaouUDJkSS7C+gs3LHV7uMjuPTCpl4qwX6ec20NiqpaSyiDIThALzZ49gVBMk98tk3Y8bWb3kWZ58/ZsOn/nmi6+y9MX7Ecn9+fohN0/+fMDLHVbHOGwWNFE9KD1fwqiMW5Bh//OGU65WE5zUB5GhkYSYcJp0Rory8gkCxCL44aUFBLgFeoTu5bTWTRYQnZDM1MnDuSk1noS0vshDYtj5w6cw7wOvdhw9uoZhsZEMyBzM/jXH6ZakwDnCDAJERERw1113odFouHjxIjKZDBw27+NyuJEjQqYOwC+4GxFhQTx339NEHPqA8pIiXnrkDiZNGY9EHYW+rogJMx+/ilns4n8DXTlqXXTxF8TucNJmMmOzWmgxGmnRNuNyu9hzLBdRSDCPzppOS2srub+txXElv8Blt2NsaEIhEVNXW4PNbsN6JTelVFtOW+k5XBUXcZlbkUel8q/b+Z2bdhL91goUs/6BTpROhOU0VkHZaduNZw/y4auPMHDEBE4V1XFwywF27jh71XPybxFL+OHNf6CKjOd8UR6+CilabTMAe9YfxuWwYr/4Ky27txMYoCE+Yi8ABoOBs2fPsnXrVnbv3k19fT0ul2fb0bt3BqOmTiF+xBgGpPcnLL4HiqtQ/LvW9AwIIjbABw1OjnzzBedysrGaTR22u1TdwKLfDtKoa8NqsKLx9Ud5ZcwqhQKDS8yJnZv5ZmcuCpGU5B49ARDhBmsm994+GYvLlz49krHbnQhA4eEDqELC2HvyKE1NNUQEXD8ZeLVaTUtLCwaDAavVilQqRa1Wk9EtmMjIIFRKCTTVM2PkAKJjvZ+id8S4W26mrq6KNqMBo1HP779tRqVSgxsGREqIlMho01exbvslLGbP35ggCOCGi2eOM2nSrXzz+07Mtn8favj/ZoT/cF544D4UgpVPN/xBVLA/0Zorf3+CC4vUn0pjEwvWHSGr8ASIpAxOmYZKqkHf2oq+pRK1OpCmglwACvILGBwbSEJ8N1QiK4P7JDO+l0cJ9eXnnie170BqTBYMIimp/QfTJ6JjZzLDz05qSgpmlT/7du5l9jhPHqi/nxq5QoLBYGHEiOHMmvkgyivO6fd3jaNP73SMDbW0NDczaOBAnGbtf/u7+E8QBBfJyT0wGtsoLi6ioaGBxiZPiYajf6wnKLEvzQU57PvlW0xmG3Nn/NeNmbPNRG1Ozv/D3nnHV1Vl/fs5t/f0npAQQgihdxSlSlMUsaMidsc6jr2NOuNYx7GijsxgwYYgKFVEmvQOAVIgCenlptzeyzm/Py7j/N73lWQmEAed+/yX3M/Ze52z791nr73W/i7Mx08QdtuQVx3ush2SJCGTyThy5Ai1tbWsXbuW3r17AxAvyLjlnjTyhmmp270Ht9nKyEm5p3fjp7QDnn38AWb/6RWWbyth1vhhGINOAILHdrJo5SGWfbSYsecOIzYzk+evndBpmz5/kOXbj9LSXMPTaw6RnyjH6+5YaKQjHnrwGdJiE2ixO5FQgBQk4HUDIKi1ZGlCKMISV5w/GrfLjfSPNFUJnNYWNDqJ9/c043W0o9dq2Lr0Q/Zs2cbnHy+DgBy5zYLL5e7UDlvzcbbYNHy9p4Q+ffPA6sNdtwqIRO1ra2vxeDyIokhubi6ZmR1VlYNQIIgUDrNlzQ62r1qNGJTwOCLz8+IlS+hX0AtXm43ykp1oEnP5ev6/ICAV5b+aqKMWJcpZSkJ8DPHxifTOySEYDiNJcN248fS+opB377mD3IwMeqkEpEAkSmRuLGHjytXEagT0UoCLzxlAOBRZiFvwoYsrRIhPRy5X4Cs5+GM/B48X4fj9NIqHDWBgbDmpQ0eSmD+wy3YPnDASKRAkIcFI37xCZl4zB7Wqi/kxnaCQCVhSjFx7/hACAT9Ouw9RjLzQL7lyBILPiarwIkr37Kemvg3xZJmAmpoa5s6dy4cffkhGRgZlZWU/OrUnjpVhLj6IDCVJuTlk9uqFw9O5I/RzsbOhkUa3h7z4FEJuiXP6DuC9Ylun1z1xyw08cOFw/I21VFdVoPGZCXoijkThgAHEBsMoZUoenTkKtVZLc3NEsluQQK1XsGHld8weNwxB8hMOhYiLj6OpuYaSrZu5ZMbVqHXxOFXds/AE0Gq1TJ48GbfbTVZWFnPmzInscAcgKzkRtVGPLEZPSq8CTHrjafUVFxtPTk4eoVCIhIQk1q5dESkjIYBMKcOjESkqsXPzTZMJ/n9F5QWZQHtdA0kxsVw3dTy1TR0LwwA8uGQDKiTSY+IYnZ1LolJHbN9xkfZEkapjtZyo8zG5XwF6VQyqsO/Ha7OyevL97lIyY+ORnxRwiI2NYVRmLCFLEypDPAY9lJsjdrz0/gKMsni0ToGwQ4OtvIrSo5Wd2pgwfChDe+ahx8sF540hc+JUAKxWJ8MKBzF1zHk8+sD9pMfEU1EZieLLJl1MZdkx4kxqiktKsBbVETdg1r84Av8eckFGc3MTCQmJGI1G8nr3oaQsIuj0xp3XoURBXHoG4y6+glvvvI++af8sS2HoOZLEvEJ0JjUKUxL682/osh2SJHHs2DGmTZuGKIpceeWVfPHFFwDEG2VUtssxhtpIzTbQXmmn6mDt6d34KZArlMyZdD6bPvqAosMH2H60EZUQEUT6+zGBhz75mOkzJpE5pD9yQWDal9Wdthkr2JiWnkVFpYPfjxmIzW5FoGM13I5oMtcSDofx+D3EJRoJmxKQnSyroVarUSoF8vNyyO+dze/vvIvXl55UcATiFBpmPvYmz54/EIMgIpfJ8IXCiE4fD/zuXr5/93WyeuQQY+p8g02DQD8sJLttSLUnUAVlSLKIMJbRaEQul+N0OklJSaG5uRmvz9dhezaLBbs3xLmDepAggwG9kgkGIu8WjUaLx9qGq66CWL8PpRAiqe/QLj/DKP8dRB21KFHOQuRyOeUVlTicdjZs24pCrkCp0pAmi0OQFLz45B8RnC42Lt/GXH9kB7vg3Gt4dW0RfkFGw/FaZt37RwL+SJpGP0MW8ROmIAXdiC4z437zCP+IqMnCYQ5tbWV9uZ29S3byzEuP0FC1t8u2V8ReQ5+rf4+g0uMK2Ni9/iNG9Y897WfykyjkSJKSt1asYVt5I1a3SCg24mTeevPn3Dj4QURHKaMH9+O9HX4eeTkiY//NN9/w9ttv069fP8rLy0lISGDp0qUA5A/qxaHD1YiCG0PffNqbKhHPItXl0VOn0NjWjqRWMPSciaw8sIUJCZ07wimmGBav38w324t4+bPv+XZ3MT2S0wE4p09v9tbWIbcHKamuo6m1nYK+/QBQquQY9B4Ec5g6SxstNZHUWrvDycc7D6OMi+fTLz7h2a++o66bykFAJKL27bffotFosNvtkQioIJASsNNuaWfL6l2oSGDXpo24bF0v+QAQn5DIp59+gFarw9LeRp+CQl5+6UXEkERFMI5ms5te+al88OUHqP+/aGtYEpHkcrLTk/nmh504PR0v6gCy4jVY7Q04y53YWu0cdno4tHUlAMFgELnJSJXFzmEpiUafG6XmnwqkUlwsI4cNxi56OFEVKZYuqA18erQVq8dPyBeisugAA3MjSnVWWwtffrea7EEDkIVaWbm3hAMlHdfJAugTl4iNILve/5Sg3nmyTADIBKixtFNUU8aUc6didlrwBiNzzt5jKopr6qhsbqZn756YC3OZecdV/+II/HsMGlTIHXf/DqVKRXJKGqIY5sNlkXTOm19bgMthQZDJQZLhtTfTUBOpUydJImbbehQ6OeqEeCytxxClritkNjU1ce211/L0008TCoV4/fXXf4zUGxQSmZddBfiwNzbw1HvVbD5Yd9r3/lNs2F7GHxatwe2xMSl/CIFAAIsrElFzN7Vz/u/ewqmNI2ixYmtu5clbx3XaZlWbnX3WWhylDexvPsFX+9pPS47+omtvxex1ItncmBvrMQwa9eOzkik16EwxhJRq1u0rZX1pDXHmEgBSlQLNlnoeGTeN7bXl2P0hXF4fMqUGRzhEm6UesdlGnbmGHUc6L1uiDLQRVtmJj9cTCMTw3ZFjNJUUARAbG4vX6yUUClFaWoooiqSndZxWveDN+bh8btZvKkKp1bFw7UHc9kgkWRTDPPXOcpparAQdEvayjTh8HadSRokSddSiRDkLycjqTZvVylsL5vPVN0sYPGI8crmcxupWNFodvhYLxz5YT4okRyNFHDWf308oHGLe/I+pD4XxKFUotZEFVbGnAY1CDqIX0dXGXWMHwskTBoMylLxhV3HNCJH+s7UM0yqJ6ViNvkP8AQmVUk2fC29i5uz7eWb+DvRZp1fk9FQ06ydQEzuLqYPOIb93GgoklImDAFi/z8pHJS8jGAzsqdyHKQ6274oUFE9MTESpVLJt2zZWrlxJWloaZWWRUgYLl29g7MzJlOw6iE4u5/L7n0GtPo0HcobJzhvIwMtv58/rvqXcfIza1HMYdLI2WEcY9Abieg9j+mWzeeiaGUwYN4Xh4yPncWo9QXKTDOiy1Hy9sxi5UonRGDmTN/dGN0rjDyzZs56ty39AQhU5DC+XgUzkdw8/zjeNVkIykVC481S/00EulzNv3jwUCgUulwubzcamYbfw5fo99B2cQUxOLOlpCXx3pOq0+mmztDFlyoUEAgGMRhOPP/IwMpmc3GHTMaT2pi0Q4viJCp75tIywEJGBlyQJMRxm3uKlfL3zENsPHyckdi5cbDQYCLp9hHKNhJMNLNtTilYXKbew+pOn2FFZhqDV0dhi5utlr+Fxu7E5Rb5cugXQUtXSxLqN35NsisitJqb1ZHBqJjuKmjhReohBk57h4VsfBSAcCLBq1y7+9Mkn/GntBiypEwmJnY+ZS3Tx+Vt/J++ischbnUxa8CV+txOf309dzQm8Xi8+o8CR6krS0iLfxXNG5zFx3F0ICi1SzADafYnseOz+rgxHpxwvP0FZTQMejw9LeyuLFi8l9mQh7Iqyw5SWHmXbhtVUlBUz6+1D7LJElj7bDo/i661/oam9BJulGbfVxt6Srp9RGz9+PFOnTkWSJLZu3YooinhPpqYf/H4L6+9/k927JJ54zoEnIEMpdT0i1RGfPvsID1w6kdwZ19OiFClvsHLCF4kSKRNi8IYlShML+P5IKYFQkGmzZnba5tAcOdsOltBodGPzBclLN/5YzqIrfLl4HXUt7RxrqUamEfB6BVzOSHsz5t5HXaObpvoW4vqdT8CUReLJuoMaucAd85bxys6t7Kkxc/F9z6CQyzhW1Uy91cldT/wZV3w8tz75Gip95yn8SpkCh9PL9j0H8ARPkJxkIi4tUtRar9ej1+uRJIlAIMC1115LZ0rpHqcLr9fPvLV7mfPCQr7efhj3yRRMUZRYvGgJf/l0JXv2b0eVXMhDL55dJVKinH1E5fmjRDnL6EievyOJ+K7I+p/p9jpqs6v3dabpjud7pu3vqK8zLot/Ctl+6Fi6vyN+yVLTZ4u8dlcl0fuw7JSfpfPTYi+/hPHq6riEO1hGuAn95P9NnPmNmbPlGY/jp3/TXS1JcLZwpuX+z5ayA6EOvr9bf+Fj9ismKs8fJcqvncDxFYQPH6GpuInGRgdb6sL88fs3gVMXC13wyXdYD33NgPSeaFRhfOFmNDEmxt30J6YOmc7c/jry+w/FXFeO19rCV2XtwO4O7RibN4z3nnyIHmMmsubD95n7hxfwKSuoKw8y/pyr+fKpWSgECUt7I9Me/4yArmOP5YLhU1DK5MgAvTaZZls1qTEjgT//28/odFg56UJ6XTWenNxBeFxmFq1czWtfbADaTnnNF/M9LPzLeSx77WbKdmznpvd2seidpymYfVO32HhBfgEalZGCzHi8cpErbr6bq26fSuXvviFr/0GmZeopyOpFbWsb7U47O5c80uW+buw9i+rqGp6bMwWL1cIzn6xB7nRgAr5oHsDONx5n6KChuJ0O7nr9XYTNr5P97mLGNTRS0DcXtUaHzVyPftwdPDap+5Qffy42C9P5zZB0Zl97NzE9C9j3zfuc//ZHzH32XrRfreHC88ex9eAhStvsWJ1e+vu75tB2xpx3DhOoO0rfXn3pPXAkxeYW3pkaRwel0jgavIgrr36KQWkqmprNtLoE/vrhs4xN342p/xwmjejDxaNH0Gq18vaSNSw7ZgPXLyP96vX1egaMKGTiiBn06pXN6vXf06/+r4zZUYvx+0Pce9FAfJYQ767YR5HdR+u6e1lqHsbYcRewad6TSAEb3+47ztwnX2KCfD22jDv47plzSM7Jx293Mu7hNST1zIZNjzLy0U2kpaUhCAJHjx5l4cKFJPfPI2//X1hY3Y/6RX8mVqFmx5HDZF77W+aNFfjk6Agef2gUL1wwGG2PNIKp0ymqU/P7W3/aIfxPsFt9KVqVni/nL8dWW8R1Tz3AB8u+oVvkJ39GSq56gZYl20GQECQJSZAhSCLjpG/ZHT+Lgdkx9Eg0YnPaOVBp49EHz2HNY48z5fdbeOXVj1DJBX4zpZDFRa307tUT1nXNURu9roHMCjuD7Hsxxsbhcniotrn4+4u30px9HeGQiM/nA7mSBL2W2lYrA10rSJu9lD/fMYPWoiO0VRXjiInj0XffJ7V1FUkXvUzQ4qRNUKFXCoheO+nnDIM3o47afwPR1McoUc5CKr7aQFtlM26HC41BSfneWkKhjtNkZL4aRp07DtHvQgh7SYjJxFwZOaweCIfQJqcTUmjYfPQ4TUGBLJ28Uzt6pSexdn8Rcq8Ns9vPPzJ1lFoNtbXl2F022lqb2Vls5s9zO67jBWBQazknfzgP3ngrT91/M1eedwl2T1HnD+QMoxvcE43OhD9oA4UChRQk2EkajwRUt1lZ+90WdAYNAxLVXPZAx9LPp0OPhGRmT59GVkoOGZk5BMInF3u6eM7Xyfi6shyLt5WPdx4gEDo9tcV9Bw8yY3gfVDHJ2ENGbrnwHOQnd3Lvv2w81ZYA2phk4rN6YdTqERAYk5ZFfr8CYmNTiTVloFB7sZs7FzX5RSCDFC007luMyl5Ohgk8Xi9Bv5tR+X1wtlajDFrx+v0k6Tv/HXWV9958BXNDA9b2FsyNdSxftDCiLtkJcVoldoeV/J5q2lur2LI6omKXm2qkb3oy3+3aSVJCHBrpl+Gg/YOUzHQqyypZu+Vr7nvgHlYt/wpTjIlduw6RY9KxZ38DyzaWEgyE2bk3cl7ymksu4eFZY5DHpmAzt3DBxKnM++PjAEhh0OgMaAZPobxVRmFhP5Z++jwAeXl5DB48mAkTJjBx4kQEQSB8UjhGJpeRkJRAcno+Tp+fL7/8GIDUCT3xGWP4w5ZqmipCbN27itz07hPY6QpGYyLPP/Q8r77xJKI2jmd+8yD3zOmezaafk7FDC8hMVJKaqOGNuRfx1MzRzD4/olwbr/YTq1ehkIkY9FpCCMxfsA+A0h3b8AeDPHLjWPoWZDI4RUdjU8tp2SKKElaLG0uDA5lci/6kqJcUCCOGw1w3dRJP3H0PIwb1I94YSUl1bP0Ie3ER1rJiWmrreOO19/H5I3OwXBtDfkou52X0ZFTeYEYNGMHh/UdOy8YovxyijlqUKGchmWkmVLF6soakcemb+/iq1oxO17GC1SWTL8GQ0IsGewCbzYq91kJTbeSFo1Co+GzzPsKEyElKJhgKkn4yD78jrplxIRb0VO/YyfQxIxFPpgoJSMy9bDKCOo6spHiG9E5l4oTOD6RrNDoumzOD7P690CbEc8kNMwh1UpemO7DvLUOtVeG0teF0BjCqYnlvesf2v/rs0wihEAOz44nLGkC/rLhOnbvTYVB2PhnxenoVFKBUytBqFEiShDJoRRurZvaAgehlGi4eXEiC6fTEWtwuNwW9c3C0tqIKtpCsV9NijYgP+ESBqRPPxdXewD0vvE6PzEzkchk9b30YVVjCbvfhbTaTFD+M/uNmnIlb/4+jzlaiMcYTn9mf/buOoJLC1B89zLAMA7MGx5J1/gye/+1deHwSJnX3OWo9M5OobnvEqeAAACAASURBVHFQcayUHbsPMKxvQeeOmiRx+awLGdA3gX6D+/PAHRfy+J/eBcDRaiHRqOfcgQMorW6gtCWA7Mxm6XQrohgkKycbjdFAes90lGo1MpkMmxSDNhSm/piZinorPWP0DIqJLICvnTObqUPzOXZwH599t4eFCz/n3UWRCOirVwzF7QLz4o/Ji4njuskZfPTa2wDExcVRVlZGOBzmxIkTSJL04/kkhd+NFFLRVlrKRcOHM6dHIgIQDgT54WAj8Wo1a8zxWE40cajo3f/IszoVV1w/nStvuIGnf/NbUhNiGDViGCr16amkng3UNjTyzu/u5PGZUxk7cybHm9oob4qIeEw/t5D8npmEJIGGNi/5aToabZHv/e6DJ5h3x/nMuvAiqpo8XD5lAFabo8t2CAKECRDwCLS0tWKzB8F5soyBXCQ+zoDd4+fIoT3kZ+eQkxnJkpk4rAfObZuxtdjQheWcE6cncFKrJcaoIystiYxeyYRbm+mZnEw37g9FOcuIOmpRopyFzH5qI5biZoqXn2DtXUOJMel/lJ0/FfsWv4ZaGyJWJ6BUawnJfCjyIjuKoiiSUDCEykP7KBw4iBhTPGpl507Gji0HeOzSSbS1WNhRUUNefj4AglzJxVddi0YIcuJEBfFKH2rdv/Cyl+RsXruZUCiM1qSnqrKWjMSczq87wywLZ1FXUYsUVkDYTmvyCEY8+kKH17TZ3bR7gySnJlNxYCsmtYJgoPuczFDYglYmxyAP069/P+z2SNRMCPrIPZKIUS4gBoOMzOvBCfPpqcclxMWQlt2LtrZmzK3tOB1eEmMjYiJ2bxBlyI8f6J8cw45DJQRDYQRBhsPrxGhU4Ar58PqsjBr565CaNsYYMATdSCo1eVlJNMhMZPTtx/ZKM0uLauirl/PCux8gyKCsvfu+A/EZuWQaFIhhEX2wjcKx0+j0WLkgo+zIVhwuBx6bHZnox+2MpPRePPl8/KpYJE+IWBnkJP+yFugajRZzUysbV67n43kf8c2iZchkAv6QhE1poFWUYbf52VHRjrcwB4BZs6/niz0n6JPTg/PyE7lweA7FRw4A8EZdMj4SkJL70OIRuPT+95D1vBCAgoICbrrpJmpqajCbzchksh9VCQWDCa0mTNigwYkL6bxZIAiEQwH0apHRSVrGJxUyMrEPTuHsESICOG/CFZQc3oExI5fk1FTM7a0My++eQuQ/J0MLevP9lq0UHT/OvU89R2ZcDH1PCtuEw2FwOYgzqAmHvNSb/UjhSHpIAAVylcSCl5eRoBd59a9r8Tq67qiBDIVMTXVFNcXVLlzV1dg9kTlClAQkKUheXi8G9O1Pc/2JHzdK5izYjzw3neQemWhTE/mmxUXgZBKFz+fHbXXiqmglLjWDkM+HVtP1WqdRfllEHbUoUc5C5i+4E5vdSSBRy/dtSi4Y36fTnfR+F95HSzCNGslH2ZFidhQfRN93DgB9EjJZtXINZZVVVBcX0+JxYpU6P0v0/tplbNm5DY83QH58LHNvvo+k5BTCoTATZ83E5najDBgIKZQ0yDtXHrQ72/hi3Uq0BgMhX5AXX/8zTs/PqCRyErfGRM6Qi/jyYDsLdzmYPGwQh1s6rpWm1qiRK5Ts2r0Lu8XOY2uPkavuvinUaIrFE7Ajhby4BAGZLHKkeHabA1vZNmrsDtwqIwfra7nshktPq6/+w0by/F9eRaMyYjIZqLHa8J2sOVfX0k6jzYrkCzJ5zACys3sgEwSuv34OJWW1tLsttFc4KDleTWtb9xQ0/rmxFNt5emsVrXXHKK89Rv71D6HR6slJiScjvzevLFyEU2ZAlEFCYueR6a7iDfhpcLlx+F3EZOSgUKo6lUTftb+Idz74AqfDhqW5lqUr1+A9Wabjtx9t4Isvl6E0aKj3OGh2eH9Rq4DSw8eJT4ynqaGVL77+iuPHK2htaeP8h6bxek4maQlGBvRKwRqATfWRKMakSx/n+QWrUShFsrN7Ek7Jx9cWkeff+M0CTGMuRek1Y1B4kYAH7onMmddddx07duxg8ODBJCcns3v3bu6/P6JaKcgUhIdehKgIsWr/MV5+608/2mj3hKjxeMgZkst7uzZQWffzp3Z3hCoYxKnS4vC7kWvVFB1rxSv/5Z8r/eFwCW1uL0v2V3C82UKNzcamkkjqv90NZpcPn1+gR0wqntCP5bNxenzc/MZmBpybRHV1HWXWAOlpSV22Y+23a/ntvY/ikCRMvhBur5uSqshGSTAY4J3lezFLCezb+B1NVgtZyRHlqBUr1uNLTkIIK7C1N3NuDx2+kxkbcTt2sX7TWuKSE9HHqlm/5QfiLZ3XaIzy6yCq+hglylmGEAfpKT6QJBAgGAghShIWuwHRcupVVXrfMB6PhzByhKAbAQGF1oDFosGgcSBTCqgUMvweD/5AAIPJRHv1qXfUhTiQ0YBSIUeSID42BplcjrldRXJSGEEmIIUDeB0uwuEQAgKOQEqHqo86dTuSJGEyGpApFIjhME6XG3dT507emUKIgzijE51Gjd8TALUCtUqFxerA03zqFEJ5nAXwYVLLCYZFfGGJGLUCiy+5W1Qfk2JdSGIYUQClSkcoHMRq0zKlfBkKfxi3QgJRRCGXEwqHkVLiuqz62K7QEvT7Meo0BEMhlAoFbo+Pqw+vRmxqj4y/yUAgEMDpCyBPiSNkc6MJh9Gq5ITFiDy93RtAnZl41ijcdYUJrMVkbsOOHEEU0SiVqNVqRJUKpygg+oLIA24CoRCiFEl1UmWc+XuewFposSMnUtBXJleg1ulxqGCjcOq+Btq+wutxIkkiGqUc38lteXlmPDmtfrQaDW6vF29QRK2Q4Q9JbMu47oza3h1MYC2yFicJiQm0t1nwBfwIgDItDkIRZTSdL4AnEMYtgVylQBGrxtvQhkymjMQtpDCCAAqlDjFRjQElIBFw2ZDJZMh1MQiAlxBxoUiqsc/rRW8wIBMEQpKIVRYkIayitbWFeIMGmSDDFwjgNukw+ARsdgsxKgUICgQB5GotDr3srPlNTLQsJxwOo1EpkMlkqFRK7E4vmxNPb7PnP835liUYESJlMiQJTyAICCjS4wk0tp98nwoISEgSKOQCstQEwo02QmIYpUxGWBQRBBmCTMaWtKu7ZMd421LilEqkcBiHx4dcJqCLicehFtH7lMgFHz5fEEkCMejH7w+iyEzEX9+G0SAnFAiDAGFRQTAYQpaZgMElIgv5cPolVCoBpSwy538ff/mZfYhRzhRR1ccoUX7NRBb9nRcw/t/MyPkI89DJCG43JTs2cumcm7AtfI+/WX7HU4/bKNmzkUyTESkUJpyYSUbPPghxkJ3yOxQyJcOy0qhvbMQQE8vhejuS9RUg4yf7WnLLPF7aU8EDswppbHPSsruJPuN7c9tHd/HgA5uIU8uI08qxtbaQVdiDbXtLkKw3AAn/qyUFHUrYdRN5WX9FpVIxdOhQsrOz8Xq9xMTEdHhN2PrzOZMAz920GV1cDIJSid/axgcfr2Kf9AJrM2t57ZUr+fTTTzGZTNSbzUyePJm3FpxHxoXjUMgViJJEmlFFiyOAJBPIXfjwqReKB6X/MyoAkRM+ayl7YD46GcjjVMRpRPQqOZZHb2NzwpWntF1QnaKwsX4x61oree2V95k8djhHi47gFVSkpGh44/KH/80n1DlPFR1l59rPUCt8uFwuktJ702v4FF4ZMviU12xiGqT89GevU0LxR59RfLyCBIOGiiYzV102i28zznxB9zAShr+sICc1DY1aTXntMeIL++K4fPg/BucnORx7BZzKnH8ECn5ZGY/AyXH5R/DyfwUxp9dtJX3zLlonX0V1axBBJyf9kxfgucvZlXF9540b/uef41nLdc6eLP/iQ6qLj0A4REAUUMQZULx8Hbdb03n2uXn0Pv98evXK5ejRY1iu6cfkPX6+WrSIkEqJSaelprkFpVpD0vy7SXruFrQyAbnFikqtoqG1jcyhwym7s2uCRM82rcO3qwgxFMRk0nH8+Aky09PYefmQDp3Ci0rlrN+wB41KRbO5Ga3MzcTJ05gwbS1PNGQhUyqoP7ScEw21DBh1IQ1OPb8d1fn545+DIazg3rWHMSZnItcZEUM+ArYmXu2fwU3xg9nx2ie0W9tQqRTofB5ue+Bh3qCGikfmIygENIICSSYQlETUI3Tk3Hk3W9KvOaM2jt9wAN2OSnyijO9CASQZ+GQge/0WMlcWsWHTTrLTU3G53CTGx3Dj3FuZTy3tz39OkyihlIFSlPFAQX9ePF5M1nv38LB2MLt3bmXhx58QCIX5298X4KB7a1ZGOXuIOmpRovxKcF+dRLLiGJeufYJjcX6KF89n1qd7+NtomDEtSFrbbi66+kYc7S3IdX7CqUF++wjExa5jTLyJa6aciykmhk+WrUHu7li45MqUH2ju1UCc5yDX3nA+tsQjXLfkM+AucuJ/YERKmJGjBiCkp2Ap3U/riX3ADT/Lc/hX0ClXo9Vo8TmLOV4s0NjYiMvl4t7fbPpPm/Yjl449gSkjA0GlI9Bcx7npekY+GkLFYY4cPMw9Nw1j+bffsrdyA/OO/glMYSxLtxOWQK8U0KQlILQ6aPQGyV3YdSeoZdEW+scquOa8RPa1uLFZfXDfDdCRXxtcwl/fn0em20JCZk9KKiq55YlnAUg5sJALLQH026sRtpdgUsoZNaV3l+3riL7t8Sz94HNmj+lLRYONuDzold31XeheoRhWvL+Eta+9iVJjIOTx8cCbr8CFvz2DVv+TUfV+hhp1xKqTcCdq2FpWT304mmjyvxFtKlrG3M4rpfswJKbgbbDw1o2vUNxJ+ZGOGBNM48Fn36dozTx2b/yO3/51A6HU2Mii6ftinhg5E4PSwJHVB9HU1SG7rA/ZFR4qPlrH4gfuY8ykcziyt4jJv3+epPl3o/+hhixLC1v2r0MQ9Dx41SXs+qEW7uyafXk+DeWbD2AyGrjoilsQ0kbx3dKP4fIhHV6n3lbLq0N6EfCH2FZTxzfrdiO5DDDtEiaoE1nx9qMMMSVwdXImX/31LcZN657vdlc5t7KFmKARBCtKhYqQw8l7AxX0Jxbn3qMkxqRh9li47cIh3HX5XbD5UdoXb6FHVgpb/nQtCqWaO17/mtXLjpNz591n3D7N1nLO23eM4JSBjHZIPPn1PlAokL0OB15dSEpAIBQ+xqMXTuGj1Qdo1W+Au3tj+3onf71tHGOvuZ2QtZU//Hkezt2V8N49jJVS2PDXBayaezOSFOI3I8fxye5DZ9z2KGcnv6Ds9ChRonREmygxfv/bbC6zU98WpKzBhtN1UqVMocDhsLP7m0WEPC7CwRAyWeTnn4SWof370CM9m+oWH9dfNhVjTMfVriWHj3t8KgqMag7MX48+LoYTVh8A5oZ6ZO0efI2NBMz1xA0cTJLM3r03/2+i1+txOBw0NDRgNptJTk7+USjgbGHVorW8fMu92OqrePbuV1jx1UbUChnpGWns3badGGMs99x6C9dcfvmPtofEMLEaFSaZyLFGCzafH+i4rEOnyCBWK6e6JcBlvRLY3CwS+Bea1ATdVBUdoGj9SozOf56n+PKPpTjbWnnnnfnsOXCQHhkmBieduj7g6WBQq5h9XgEtAYGR/fqgCrShDHd9J1qnELht5iy++uYrkAu0uuxk5uadQYv/JwaDHm1YRigUJhgI88orH+JwuLqtv18q8oCL9gfuYuOGdRzet4evVi5l2p7Vp9emXM7DN1yCDB2Hq10owyHkskhG065du9i3bx9er5eqqiqys7MRJYmamgpmjB5MSVMTDWWV+AWJ3JRIGDNep2L22N589/KjlH72HBePzqFp784u27f484UUFZUxfMwFtLc04HO7GTut802Ivv0KSVfl4bdq2LKnklnnXsCwCZF6XD8sfo+QS8TjF/lq436GFQ5mz9o3u2xjd7Bg9X4efOtbRIeDu+97j8sfW4JWpyfksnHHnXcw8/qZ3H3xBH7YX8xXmzYDIJML5MRpWLjuECU1DqYNyEfZTWqnOrmI47y+oFDjCoZpd3mobY+Ikwzp04PcBANxagVLN28hHHCTk5kduVCQsXjzEe6+7yHG3fAoU6dOJPc3/QBwOu0M6z8AKeDgWHEpN828sFtsj3J2Eo2oRYnya0FyEJSHKdAr+KotxNRcE3+5egRwBJlMxsDB5yJ6PSTkDSMQdBE8+Z7y+QJcfO4Y1KZ4JiVlcqJ4B/JOJPOFkSLSMYmeV5xPz1YXNFrpb1JzrB28ThdGpQJ5fCaq3j0RZSn00J9ena8zjU6nIz09HZfLhd/vR6XqOIL4n2Bg3ySmXvMAcrnA3Y/NRRGn5C83yXA5HKxb9ikKuRaHvY2H77+fJUu/xgEkaLXYvD7yM43YXD5MGhP7WvynZYcgCFxZmMDzW5o4p5cBR0ikEwFSAOJCfvqMHs2J45WkpGf++P+H3jufZW8cZ86l0zhyrJLqmlYMxu7JxZPkInJBRYzXii6mPxkyJXJ51x3ytlYzV914IzJRBiJkKDXcNeBcTs8lODWpxjgSDTHYW1vRaLSRA3FR/g+N8RmMnHEh0/PSkBv19EiJpz6pH1DZ5TYFQWD0xOl4qw5y7aS+VJQWc1BQEgLKysq47LLLMBgMXHrppXi9XhRyBWERBvcu4NKxYyguPcLooYOYNHgQhwG/y8tNN16CpucgfEeLyOmdxs37G7psn0YWJjU9Gb1GR1P9cZSqvkhikM5Syd0OG2KcisHDRzEpfwvpacnI5ZGlYGpMGH1iEtkp6Qzs1ROv20JNw9klWnHPzElo8vujkst54wUD2uRsrpQkZIZY6tucFPYeQFgdx3SNFtnJ34tKreby4XnMHDuclpZWZk4sZPW2g7i7wT61AiRChDwB4k1yMlNTqG2JPMP4rFzmTO6LVm9ix/ofCCnkeL0uIJ7xd5zH7WGBhBET0QkhjqxYTbVkpwAwGmPoX5CJKSmV87J74Xc7T3f7LcoviGhELUqUXwnj442Ey5rQDChkUkjko4MNnHvz7UBE6MHdWM/eRcs5vnE5Tl0S4kkhIYcSyiqL8bdb8FsaafWHOWBr7KQ3F4SClC/ZhmdXKd7yeqwnX4puv4ODR1uRKRT4qtsIh9pxBzo+//Vz43A4sNlsWK1W/H5/RIQlfHa9+tKz0ilfvwFFOIROryBGqcbn86PSaKipPMHu7T+wfsMGLr9mNg53ZMlh8fsRBXD7ggQ9IvFxJq6eNv40LZH45lALL56TjiXoIhD+11Se2gICry/+hg2l5bS3/TMKVHVQxcoD5eh1aqrM7Zw7MptjTU2naeNPE6eRU+f0sr6ymc+XrKLPZU+jFrseUdNodZS6A/i8Zoq3bsRhrUF39SVn0OL/SVN7O3qtgDYlkViD/GQdr2jq4//mYmsz+8+Zzs6iPWxYugJzu4Max+lH8Y80eRGCJmJ7D8bjD6KQRYpXxcTEYLfbqaqqoqWlJSI64vOBBC5TCuqgDa9fiaPFQWl9ZC7VSgKPvboK88pVtB8t5ZNXv2Cjq+sS67m5OSQnxePzOjlcVEJ6bj6d124AnTGGivpGWqvqEJ0KtEoJnz+ykbZ9dxEBSzsffL6atd/uoqq6AnfLz6/K2xHHWxqp2LIFv8dNXe0J6qrKEWQygh4Hvadfwltv/oE3X/oDu/dtQRQjQjo6dZgd5U2027zE6uNxB0Nsqe2eOSc1OQYVQYxp6ZTt9zAlLkCiMTLOMkHBibpq7NZWvt17kJ0lR3+8bmh8Pw7vPgxikCarm1ePlhP0//OdZG1rp6HsOOU7fyBmwNRusT3K2UnUUYsS5VfCt41mvphxH0lKM8aBCaQlxNKeFUmdOPjZe+w7sBtTLx09p8wgSSUgle4BQELkvsWbEP1e2tw2Bp83k8dm39JxZ5YQ73qamPj2TnYebmLz4Qaq2iPy9oNyUxl9z31UbN+Buvc4RArIu/qxbr33fxeXy4XL5WL69OlkZmbS1tbWeSHhn5ln/vB31Ao/9aV78Xuc1Bw4jNMfxmazc7SsjKr6WprMZiQ5P9quUygQkFHS6iOkUhAMBjm06/TO3akkgaMekaQechp9oX9pMQhw+zNv0ycllqHZWby1eu2P/092yXns0jgqyzaQp7Dh96kZ1bfwtGw8FS/+/lK+31tEv/x8Bp8znJ3rXkAldn3h6fSH8Hjh7wuXotGoaLMFMBi7bxPCLch4acV3tAd8fHikmr/NfxOl8uyqy3U24PK4SX9/HnKZAlPPZLYFDKhkp+fQhkWR8cm12ANOBKWCepsffzDi5AeDQd555x1SU1MJh8M8+OCDyOVyRFFEQsYnGw5gCCpYvW8nxxqrAMjTajgvNRat24HkcLNPkcmai7r+ve87eBRfrdnO7Xf+jtm33MPyD9/g+xVfdnpdIBhAOehcXH47+aPyeX/NOkInZeA9/jAeQc7si8cx5pxCqu0e1h6o6bKN3UFseja6WCPm/eVUba/HoAggk8s5VlLDtg2HOFrTzk2XXsUJczvPPBTZqOyn0tBWVEdSggFdrBaCDvqnnUIx6DRR39SPEff2oO7QfnILBPqN6MPQ1IhajdcjcHzkBAwmPSMLe7PR6WdJRaSEwPP169jkceFsbcRad4yMfucCkY2BrzSJJI2+CqVGTtbw0TyzpYIzLCwY5SwmKs8fJcqvBKHjY2X/Nh1JznelrzMtYd9VOrL9l2BjR4y3rj3lZ12RB59A19rryP5zrWt+8v/bOfPnLk5lf1el0kew6pSf7WVGl9o8FWP59pSfbWH6Ge3rl05Xv6enYnwH7Tk7UNszcWonejPNP/l/iRv/Zbv+f7p6zx1d15X2fk6GsOKUn+k7OMmj7CAmcabvbVwHv9uOFrR+fjolW3fSWfspzpZxifJ/OKNedNRRixLlvxghDuq3bqboaAmrVnxNclIKt//mbhqaYcSEc055XWFhIdXV1YwZM4ahQ4dSX1/Pk08+Sb8xhZgK5/DkgHSmD+3JZztL2W81s3H3fsJN5V2y8U/LnubDe95GDIZxeIOISITDIsO8K86aF9VLSx5n49+/o72uheF58VTVmDna4qXJ52DZi4+R06cvDms7B/fuZsk3Gxk2sBdvfbnrlO0JcTBtzERqap2IYhAkibxEE1sqltPHms7rLz9Ez/QMktKycHtctLRWs+jax3nmZ5zPN0kneCtvJMZYDQtuzKG0Psjb251UbHutw3F5fO4UVvxQzIK/vEzx/k28+sUKzGYHFs/pnaX7KV546Ek+WbMQi82JXq/nnidmsnlHKyv+tuSM9xXl7OSK2X0YZjyPWZdeQrutnS0H9vHZ/pUkbvobm7u4efHbr51IksTfFvyd39x8GzKZwPtTdbx6KIf0+ETCBgVehw+704495OfRMc2n7Gs8a5n25/2s/nYvXq+HmJRM7n7iCWaN6MUoYTV3Pjuflz7cQ2u7Awk5bXYbrYKPz1d+ScGBdowxcTglH3OfeAGdXCLTs4ARN/2Nuy67lPj4DOzmaqrKDnLkaCnLP3+kS/f8ayb3ovnIfA3U7Xwbwm5Sh8xBlTaa8q9v7Zb+HE4nNdUVxMTE06NHREhkPGvZzDQuHtaTBJOeYb2zEJVKfvvOCkawir3MoKayhofuup8j1ZUMHpCLJt3ER28t7BYbo5w20TpqUaJEOYMoNSQkpHDjzXehVqv55uslDB52UYeXyGQyUlJS+Oijj9Dr9bz88stMmDABMCNTG7ikXyJJsSYemjSMGV/vZXThgC6bp1Ip0CjlTMlP5duyekJBkTbv2bWHc3DZGnIzM1lw/yyS8gqo3LWVpz7cxDcHISY2FkurmXazGVEMo9XK8fs7d0o8HgXTBxSik9woZGG+PFiBFBYRkFBr1MSYtIhBL5JMifI/kLYp4CIgyvnwtgLErFzyOYjbbuv0Opno5o1n/0Dd0b3oFTLiTXo8nu45H3iichvDCzMYPCQfjTLEwrdXgs7ULX1FOTu5Nnk0HrWTUCBAgtHE8KQwRwem0nUZD1ApVGyc9ywXx8Wy8KWnueHp5xBkAqaemfj9XvwHVhMOhQjbLHgyR3ba3ofzF5Oj1TD/3tkEVVqun3sttjWvQk/oO3gY942zkRwXR1Wri2f+dCs3P/wse3Zu5Ieddfz+qutxt7by7gNXc9+8pQA8dO1sBK2epvqj6GUqQioZ1mC07tZPIVdIaGo/YemDEylvdvPaqrUoMsZ0W3+Wkh2kyFUIje3Uth6nx7DJABxe9BAqhciLj9xDfO8RfPjKw0hSpPj13xf8nat6qljyzrW0bC3mgheXcM/VT3SbjVHOLqJn1KJE+a9HYPGij3n7jT9z+223EQqHUKk7VuFLSEigoaGBRx99FKvVSigUwuOJnFFLbt2DJRykoq6WooZyAuUHUGu7viekUChJM+kw6OX8bkIBggyksyzY7qwqRa2VsfvocYp2bcYeVjBzeES2XWc0olap+eSzL1mxZhvugIROp+u0zYDow2mtBY+ZozX1PHb9ZCQkdGoFy77bzsodB9hfXMxRr5yPV2zr7lv8P7z1yNMcb3OxdneA4tWl2M3x+LydKyo2WAN8+OXXfLTxCMsOlDNjUF8M6u55FbXYGjHodRw43k5Fk5vKRhdBr69b+opydvJhcTPVdW18Mv8l9mxazf7jbaR1Mr91xpGSw6T0ykJjNJKaFIO5tgYBAV+7jc0vP0JFQzMBp5frXvuUmAOd17tSo+DRKQNpOriHrZt3ct3k0eR6I3OEMT6F2OQ00nv1xCqoaK1vZMvuhYhimBtGj2LHjtW0WZoxmxuYOStSmDo5I4+gO8SaXQeQwnY+KKrjaMWJ07rnXysSAi1tVlTpOQwePRyVPIRC1T0xjFXfrkZFkD++8CILFvyNjWu/o+FEJNNk2apt+P1+/rboG174w1NkZGRx8NNI/cuGmqPMfWoBi+av4tK3VjNl1AC2bzx1GnaUXxdRRy1KlP9yBCnMjTffyZ33qG2tPwAAIABJREFU3scrf3mJHlnZCELHU0NJSQkXXHABr7/+OkajkSeffPJHQYugP0ifvEH0HdCP+ICaZyaPR6nourqZSq3kNzdPp3eCid0VZqb3Se5EgPrnJ04Q8TldqDRG+uYXMmRwIXVtkehSMBhEoVRwxayLmX3FdApy0/4llfV+I7PokzeEGFMPhmXn0MskR6FUEwqLXH/ZZFSCnLS4JPIVQe6ZM6ub7/D/MvOKkWRnpTN9wiAKh/QicfbN+JWdj3NJZQNOj5XrxxdyUX5PmttbaLN4usVGlyeMMd7I8IH5DM5K5v4bpyOKZ5e6Z5Tu5ZK+8UwYNYZJQ0eRnZbMyAEF2A+fTjwNlJVFpPoFNLoYBsbGcGhbRLBHGwozaMoURuuV9BSC7H34epodnTtIguQlTa2ksSXAldddx6ScGD6tXgZAZYOdPqlZOOqbmT6gDwlNDsaOuh2VVoNMoWZQ/5F4W+z0yOjJJSMixa5dre2kZGVy6dA8REUsN2cbuGrMsNO6518rMrmcKy+ZTXtJGUprKxNzYxG7KdmsvPw4So2ah2+9gauvupoZU6az68u3ANDqlBSmpTEwLYGHbplLtlpNZWXkuyN6gyx99mquuvEqPr99OhN79SDOFN8tNkY5+4g6alGi/NcjsGHdSj5b+BFb1n9Pv/79CXUiVW+32ykpKcFisVBUVITL5WLcuMhurlFtoKS9kbp2F1JhPh8d3I7sNFK2JcI43R4CsgAtZjcHG21oTyNC1x18YxnAlr17aGttxXbcTVtDI0XNEXnwQCBARVkZX379Pe99uAydSvUvRdSUIQstrZW4LW4CopP0lDRCokRQDFNbfQJBISEqgoTdZpraukdquiMsZY3Um1tZvvk4FnMqFZ8twuHqPFqlUyk5ePgoa1fvpqyhjtL6Ngz67nkV2bywZnMZ7Z4Axze00dJmR4imgP1X8fQXa6hqqKK8spoWs5m6qga8gdObP/pcfB0OZZB2m43WcICZc+8C4NMftiK1tlJaV8f8VVvZ+sNh+k65qdP27A4f6HU0JedQvm0jiw6ewFE9FACNMoDFb0UMxFPdWM/mumYuGDuWXtm5bPt2Odu2foe1oZm2piaqKiN14wznjQObm+Re59JeX4USA+H2aKH0n0JQqNmvugBNvJqQWkFrjzlIQvdkbNx2W4CmykMsWbGYRRvXsW3HJkblR5SX+mQlU2Fu42izm7++Mo/7PlvJkCER59pjV7GrqhX/vnp21piZfvEwHpsdlej/byHqqEWJ8t+OTI7V4eOHbfv4eNEKLpp1PS5nxzWIBEGgoaGBzZs3M3ToUAoKCpDLI+pUFc3NXPXS3/ls9be8/MY7fHusBW+g6+lmbTYXn32yHp8kMnhgIo6giOwsW2vnKI5hDfhpDuo42FzKjS99zaY9JQBIwSDhcJC7b7uGAfmppKYmolB0PvUWmd384Kmg2FFHtdXFB6u2ABIzB+eyfF8ZqSYDWrmcE9V1bDvSNaGW08Fo1KDTmbj1ix9osFVSWdtKrcXZ6XU6rQyTQYahRxzlDfUcb2rB6gx1i40un0R9YxtbNu/H2cPIkWoL1qCmW/qKcnaSlBgHopfh48ZjjDOw63gpVY2nV2MtEAix6kg11d4glW0uQqEwkiRx89yrOKKLQ7TJuHn0MPol5iNPO7Vq3z9YVV/O0h8OMzVVj9ykYnVjK/vXz4vYH5dIeXMrVb4adpVVkhKjxRX0snPnQRJGTsTs8BJO1FBraaHH2MsBEEQlobATp6US3y47Aj6C4a4Xev81ExZEXD4tZI/D4/Xz4nlylj+e1y19vfuHKnqPy6Zv/75MLCigpfUEPo0KgN1HajhmtjIiN42CsQMYmJVC5ZEDAFjCemb//nM2lh6isqGNgps+xqvN6BYbo5x9RFUfo0T5L6arUvU/pzz/mZbe7g7O9PPoqL1nbaeOTv6cqo9nWh68O8ZyNKt/8v+76FgsJ8qvh46k9ruq+ngqOvr1daT6eCo8nHoDoyPJ+Y4+i6o+/k9+zvmoo7E+1azu6uA7cKZLgkQ5Y0RVH6NEiXJm6MxZWPfc/Qzu3Q+tysCxkj2sq6zjzVVf4GsW2T+pPznDxxD/2KtwdBuvXXcTTwasp2xTiIOeul70TjEx787LCYoKnOF05jz/IuWeUg6NkvF4ZQIr3yjEsfYoz65xs9+WyR8bv+R8r8RzHx4kHAjQXrqZv7xwEzPSZdTX12Nvb+OTFx7BbPWyu+w4d95yDfe98WaHdtzUL5umFjfDhhfQ1tTOFddfSMHoGWT2m3DGn2NXeNYmYL4km+ZmBa1hOXKHA+v/Y+8uw6S4Ev7vf6tdpnvcncEdBneCOwlxd7fdZONChMjuJhshtnE3EiQCERLcYQYdd/eWaZd6XjSb//3cd2CyE2CQ83mT6+qijlR6uvtUnfM7GgMLK+tP6GDsaLzPLydsZz7dqu1sKqohKjqS8iF3Efwogr/fdhUffLaMu+66i7K8fVTbXOTl56LLe5dLf+rPY9dlM3LESGLjEzGYY8kafyWTZ65hnTQLhUKBRqMGWcYcbsZrUNBW1tCpNooBmdDvsveoLiujb5gKKRigpsWKL7kbOauu5dbrLwLZz7BIL1MWXc2PKz5jb14RL63YdcTy/Mg0RZ1DRJiWwYlGHP4gVpsby4allI+6n6kThjN71hziTZEYbE00x6TzzAwZjUZDUnwcYTotBgkqWtsIM5spKS3vVL+eXrOERZnn0rBlM2qNgpK6OqokNT/c1f+kuYF1KjiR12r2Ta9gTo/HW11LjwmjKSkoYuXOZlyrbiXQ/ypafUYMGgXNNidhCj/hWglD/ntUdL+a5S8+S2zWUNyNVezb/Qt/+WINk7eqsPW+GbXbSbPDy/gemXx1II/R1Z/xY/gCAIak6rjzkulo9TrW17rJe/0m8f44xYiBmiAIR2SQFQTdbmS1kfCYBBIr6/G3WwAz7c1txN3xED6TCb85iT7DB8Dmo5enD9h54srrsDu9bM0vY2gvP1UN1WCCpPQYVn75DNI/HsVZ72OQVmJjMHRjSpaU3HvDlbRVlXIwVUV5XjkkdSMYDLLkjiu5bP48JJ2J3X9/mZ9/Wt9hvz7cWsP4ZDNzJ19AckYyGze8Sc9RC/78BTuGPB4vl563iEET59BQWcDrH30IVZ0bsBwPTquVyQEd19xxFbf5dOxa/RkPOduACCRNBKnJify6aiWz517GxjcfxuoKogP0CjdXTRlCuEZBZKRMuaMBxW/PIiT6ZiUybfIwJo0byTlXPUJ6QkbXdVI45U1bcA5fv/wcieYofIogbreH/fWhNZ0GsxlX4U4mXf8ECqWeMIOZ0saOp0XGmQ08OyOTkSO6I2WmcM/Dn7EbsFgsVBXmkz1zMt6WNvTRieyvrQJSUEoS80f149rB6SiN4ezas5G/rszrdL8kWaahto4eA3vjbXfSZm/lYOXvb6otnBwKnCp6VNRw1pQ5eN1e7I0W0sxeCgC3IpzF509HT5B9BQd4a/0+Wq0BegNTh/enxWKnddsaZJebkn37UR7eILvd5eTLG68iMiwav0Jm1QOPIgMpZom/XDKZUUMGk9R9AAqFTKC8ks6/44SuIgZqgiAckVofRs72XAaOHMr+3QeIiIxBFRYBBGn1KWkvLsagDkNOS2fOS+9DB8Fil0+ZwMHCGpITdWhQUNniR3l4jv6yg2oGXnITPRPTmf59Pc/0VdPoDBAI+EAZyf69BYS5WykuqiQ5JgOAQCDAvvJ6airriY5zgc/3h/YoCwRlJGMkX371ORFJGVSUNDLhwpMrDdDt87Gzwk43Sx0vfPotA1PT8LGvq5v1m9I2IwFfGxOvu5NRkWYGZqaglmrxkgmSDmtrGwGHn7zSSqac+xBffPIUAIWfLia/tJrc8jo0Kh1XnzcLtfyfRYcy1fVt2K1e7nz8A2RkLG4Rpy90nkalxGzS0+7zowrYiQrXk+l3U01okX5BRQu7f/ie3JJ65kwfR1LEkZ+m/UeT3c37exsZPnkgSoeDMJUanVaBhERCahrvrN/EyOQEPFUNJMTFASkolSoc9XUU2WJJln3Ep3Qj4N/f6X4pkGgp2MRbX63jwjmTqW5swVFZApzV6TKF42tTThFzbzmX1z78hj5p0RQVNBA0hQEwqWc6tU0N7N63D7XRzND0CHaXh5KDL5wwAmtlDUGDkdffeJnmgIQcEwNAdJiRK199D41SRaxBy+XDszkkSSQnmEmLjKKpxYHGWIS9PYjb0gCM7KruC50kwkQEQTgitzmGmDAtkeHxxOsUlNY3olKFFsdHGbQYsvoTUBtQKXQE2ztOFVuzZQczsrMYkplCn7R4knQygcM/xE1BC4agTMm+ar6bHI/k8DAxLMChfSW8t7qIodn9MUclMmpwNs8+/SYAQSlAm9VJfHQEar+CpX+9kb0FVR22w2wycNv0CfQPi2D+mBEUW334Ascn0KKz1CodC0cPoKWhkWf/dhsOj//YTnz/kyaaqxmGgrVP3cvsXr1IjTRhIbQ/lcevxOvzMXniNOrL99EnNZXYmFCc9JjrnqFvWhL94+MYmZmGWR+GUg7dHZYkBdedNw3JE+DZB+/kh0/exunqeOAtCEeyu6wFiyuAQvJiVOvRBGV6TJwEgESAkX26U3iwlAWzJlK2ez+uP5BcqlPCk1O7E2i24i+sw+lw4gvIBINBps2YyZxeveiZmkWPuFjqSooBiIgKJ9ygISU6Hr0+BpXTgaT4E2m4MgQ8dfz97luJjIkhTgU1jc2dLk84AQJB7E1Wxmcm4LV5uObshbhU4QD8uGM3sXolCyaOZXTv7jRa7SiVofdHwG7F01zByJFDuPHqC7lwaE/kQOiY0mjihuwhPDxvIWd1T0epUIIss7PISmFBJVrZS7ee4+jbcwjWspwu67rQeWKgJgjCEZW5wimpL+f1Bx8kryIfItKob2gEYFezB7l0H6ryavxeJ469GzssT6mBXQWFNLa68PmUFNfUIB/eVCwxRU27UsPPJT42lTfQICvY7ZLY1qTmm2VrqW9pxWEPUm9vZW1hdahAOUC31FgUWhWyRiIQYeaGay/psB1RBjU2nw9XUEFCRjp5JUWoTrKPQ2/Az5sfv0n1D4fYX3CISX2HoFepu7pZv9lS5mJZZTXrf/0ZmzqKb/buxd1UCYDf0UyDvZ3alhbC41J5/OXFuKTQHmtP/2065fYAMS6ZspYm9D0HolWEpj4qFRLlDa3ExGXy8stLybF7eXe52NhV6DztgQ2M7paBze3Fq1BQY/ejDQ89jfjq4y/ZWVKGvrmdiq07KWmsZV9FY4dlXjk4Ab0k4au2osruSYnFi0QoDff2ux+msK2Fgl2HqG1p5p8/HQCgrcXKPpeODbv2UVXUiFJjIPgnPnMyt1bifGU1jW0ttBwqpjyvCrfYI/Ck5vZ6qWxqIzw2mvCBg6hubWDfoVBirzlcSXl9K9gk6ppasXsUyHLo/2eJtYq1O3J5bukz/PTDSnLLyn9753SPclFgaUPn8OJXqWly2CDoZ8KAKGodAYIH2ygpzCVq/DxueH5d13Rc+FNOrl8mgiCcVB546HF046+lJTWDEo+eeVfc9Vu02QS1zNzLr6Vm/zrIXU/Jshc6LC8zqzv7Kis5UFFGo7WK+z9eTpTRGDoYq+KbYonlHgW5bgm7SmKMWcZRVQlamWfXNPFz3h4OmLIZMCwU+iFJCtLT08kvL8KvkmltKOepf73ZYTvsDjf1rQ0k9O+BEw/DMsMJ/JFdqE+gy3okMicjGuOoWJrrK2nc9Slu9/HZGLozBiQn4U3sQ4QpnFW719EzLolAfWhq5pZtP3PueZfzw/a1fPXT14Tp/Hh9LgAsLh/rc/ehzR7Kix+tpt1WyzdfPAHAxAWzKGuX0BvdpKTHM3f6XKqryrqsj8JpIKMXqoEj6THvAhRqBXHxZmp2bgHA6/URaTawS+Nnec4h1u0uJCMxosMiX95Rwy/FDRinD8NdXInXFwQZli5dSnVNLeOu+guOjDRUI6exfWMo6W/pp9/xl2ffoUmh5qDPRevEW3n63192ultWlYYWu4cbn32G9375kW2NRWT06dXp8oTjT5F5KXsOFrK3tIp+Gi05hfX4A6Fp39a0Jdj9Af65YROv/boHZ9w5kBjabiEtsQ833vsXJgwZQXSElg31HqJmhH6+b8xzkD3vAl7euZ4ap8y9T76Gy+XlxsvOY2R2Ir2vOIvUjCR0b1dgeryDReTCSUnE8wuC8Ls6EzkPR05A7OxWACfUkCMP1qTyI38cnTTt74TxrD7iMdUJnGwZPMrH/XpmnbB2CMLRIviP5kSm6U08yt+t+Hs5MwzjmyMeO9queWFHiKfYIN43x4qI5xcE4cToHp5EfGw8d1x0KZkJCdz71ofsr1pFU7EWgLvv+StZmVncfscd9OvXj9yy3KOW5ywo5IVHP8JtcZOVHIkyTI8hJR04+wT05g/KkRndO5sovQ5H0MfBmipKe7lIMd5ARuSPZKelE2E2kldRQ25FNYXOU39dyIQHf+RQcRn9k4fTPyOabfs2Y+4Tw4a7ZrBRNZd5c+aiUCj49vvv8Hq9jK76kLK73qbhy01c3tdMeqaedreGjzfX0ce5nF+ZSXikiTsmjSA6syd7G5p45+NlTGYNUy58EFdjM90HD8HSasPldZE67TLeuiqTd0q68+OHb5BmCFJVW82GPQdZ02CHgsquvkTCGcbS726eeeIRdHod777/Llu35/KXJffx+cXpfFTbl29fvJfyugZySmrR9BxN2zOzIP7Eta/okr+zdOGVqKz1aDRGalvqWPHLdqzf3HXiGiF0ufMe/pmLhqXh8kpc9bcX0CXEo9/2NN8x9Xf//VC+4RvbWO64cB6P3X0nCrWe86+7ja/XbYKEE9x44Q8RUx8FQTiiCFMYs8ZOJUwFuw8V8fEXb4X2uAIGDOrH/PkL6Nm7F1OmTqZnr54dluf2B1G2VDF9UCRD+8Uwtl8UNYWFx7sb/7WESDNZ8SYcARd9u2ciyzKtFjtmtR5jZBhpySn0ycpCpT551oz9GW/++wuSw5K56p4HGLPgGgoKS/nkkx8ASEtJRafTcd8D93Po4P9IqZMkpmaGo4mNIzklmhZHEI0/dB9XlmU0Ki1ZfXqwYNEi7r/m0t9Oc9gczFy4kJkz53L+RefRKz0FR/6PAKhUKiLUXmyOdkqrmnC6fAQCR7s3LAjHx9TJ49m2bRsJCcnccdsdXH3ZJcRERwPgr8rlkgXn8OSbH/PI5Wejbm9GpTyxP6eiIs0UbPseW301bRWVFOzYQJSi4/V1wull408b0MgBosO1rPjntWT36/fbsVcun0DNiudoWP06dV8sZuUXnwNwz8UzeeqxxcSk9sRoiOClJ++htVW8d05WYqAmCMIRPXnn7YwakEVKt3R6dO9LaWsTHp8PSZIoKSnlscWLySss4KILLmXu3Lkdlvfxvz4iWiHjt7VTX1aD1+Ojm+nkSvULBL1Ut7fR1tqK1+PEJAdxOBxM6dcHvVKBVtbRVN/A1v0FNLV2vOfSqWLQuDE8+dY7vFOnYOrEcZgOD8hjY2MZNGgQe3bu4vrrbkQhhb42gsCofuGY9TaCCj3tbideTeiYJMHfH1uMpd1NTWUFv2ze/ls9/TJTSOgxiCZ3kGZ7kDBzDA3FocAFWYYoUxT5e/MJ1+pJiDIQFaY/sRdCEIAVq9cwZ/Z8qstLyd23j4LiUv4zo2n9V1+iH30OWK3c8/L7VOcfPOHti4yKpKGsmvCwLNIzM+nRexop3Xqc8HYIXevBa+fRaFUhKU0UVHm5au6k344NHzaY+tIG2hrqaGxx0CMQ2oezoKqZML2O/dvXUVm6D4NGw8KpYhPsk5UYqAmCcEQZQ0YTqVdjabQRFxPNz2+/i9NmJzY+Bn8gyPwFC3j9lVf5bvW31NXVdVieJsxMmFaFxukiKT4cc5gKhd92Anryx6WndaenXkWU2cy4lBQa2yzIssx3uQeQNFq0CiitbmbG4H5YHN6ubu4xIUkSjTUNTIkK5/ZuMH7QEEyq0PTW2tpasrKy2LlzBw8/8jDBw1H6ChTYrA6mTOtHeISKS88byJSs6P+UiMlsIjOrB2npmSy4+P89UcvJK6Rs+xrCFAG8jaXc99z7GIyhWH+7tQWzToHJbCImyoi93U+TteNtHwThWJs4ajQOWxurvv+BkaNGkhgfTWlRKNjmksffRIGCHSu+YED3NCQNv800OFEC/gB9swegC7hobLISrZWJS0g/oW0Qut7Iax5Dp/Ph9iqJTYqjz8LLfjumTB2E0mTAb2tHaYii9/k3A+DzBrDbrEQY9cg+D26nnUeeuL+ruiB0QAzUBEE4oplnz0GfmoGvuJK/PvYAbQEXGq2G2bPn8vRTS1i95jvCzeGoVEq2bdvaYXnF+Tl8uKcQlV6FHHCzYVMOkurkygzy2YOYevcnqndfiltstLS3owqCUqkkPj6GTT/tQq63Yg94CARPk2l5ko9v16wmMXMCe7dt48Hn/4XLHXrS6XK5aWpqom+/vpjDw387RaVWsaPGxc5fDmKpsLBnxyF+Lgut11u5ahXvvfkqTocVp9NCfLf/Nx3HZXfQf8a5fPvGGxTmHeCZJX8j/1AJAP965D6e/2INSbpkdmzPp6LFykkeeCWcpkoqKqlvbmLciJHk7NrDwKHdKa0IvU+VOh2y7MGkN1DabGPE+AknfIrurXc9Qa8J17K5KA9Lk5NDTjeDp956QtsgdD2FJKEKeAhvltH7G5Ek5W/HBs67AqnBjtkejTZgRaEMxVJIKi0Dpl9CVGomUfFpTLv2UZ5d8lxXdUHogBioCYJwRE6LhT3rf2R92R4c7U30zxwOChXz5s5m165d6DUGcvbkYLc7mDRpcoflNe8pYPKYnjAgnZxGO3HxBvqMG3sCevLHTVNFsOezVWzftpUmp4OkcAMKIDU1iaDbRc+xvYkbnkVJYxMm4+kxLe+sKeNoa6rj3Gunct6tt1Jv99FuCA3KbHYbzz77LAZDGNnZ2b+dEwz6yakNkNA9gaSBMbz8YwsWT2hq2Dlnn833G3byzY+/UFVVwf8M8L31XgWGyChmXX8Zk88+h2FjR/HQ06EfF9WVVazLyaNFY6VJEaDF6UWj0Zy4CyEIh1msLtb8+AOxcdFIQHNjGwp16CmzLMvk/bqZA/m7MKl8LH3xA4Lyid3eIylax4Rx2Sx+/QOufOpxHnz8aSZkdzuhbRC6nrPdgi1/Ly2qAn79ZBV+v/+3Y+8+ei+qsBaCaa189cFKgodvLJZUNxNv0iMjgVZNcpiGukZ7V3VB6ICI5xcE4YQ41nH/na3vqOUdJZ7/qHJOz4+qzsaUd8bRruC6Tsaej+X73319M7M7VZ5wepl0hPf30d5vR/ubOJHx/ILQ2c/nI33WdvZzVvg/RDy/IAinpvsuPY9gm48+3fuQkpFKTHoyCoPMoJkLSVebuapvFLHpafy8t5R6n5uk+ExgZ6fquu6Cm1j5yUe8eOclhIfH8M+PPue6+5YA5x/1vKt6XcjAyaOwNbXx6xefYHG62BhnI3/uDdT0HUN1dTUjRoxg06ZNJCcnc8EzF3aqfaeK7boFvPfCU/ToO5SLbr4dt7WJ7rmvMmVTIV/e+wpzRg3i1r/+lUM5u7n54b+TUPkhH61WMPzsc/hwydP88MMPvLluA93G3YX5l5HkGs/jlgvORkWQ1Vu3UdLYhkajp2fdW6ys607btnVoJSV+vwfjkHF4MzJB2XE7f89nOc3ccM3DTBsyDINeRauthJ0eB3wuBmoCeEYtobyoiG3vPIM5MYVF195OncUBlRVHPe/818qYMGEC0dHR+Hw+5syZQ8wvj0DMCWq4IBymH/YQr15zBRGmSDxuJ+98/xM//fsCXH0ux3f9RVx3zQ1IGgV7d25n31Ovotr5HGv2VlBT0ECYLgyl34OhVzdGLLgVipu6ujvC7xBTHwVBOGFqrF58vgAuq43K/HwCDgfe0hoAIoxqdGEGEvR6xqcngizT47dwiv+e19vEsO4pNDQ6cXokukVHcmjD8g7Pi+3RDUe9nfK8g7jdHlrq6/B4vOzbt4+2tjbGjRtHU1MTOTk5qFSn/72uYDCA3xugpayQx265lriYCCRJxtneTmZiLLfffQ9KSWb/wTzmTxgGwD2lb2Hz+3nz48+IiYpmRr9+uHLfBsColdBJCjSoyYxPIejzo1CErmPA6Sbg9+CXwGZpoa5o/xHb9Ud89f6nRJnV2O1VtNRXkN6nHzPSU//cBRFOGxE40WuUtLa2UlVRwT/uuwWru+O1ZrIsU1xcTEFBAa+99ho+n+8EtFYQ/q8IvYG8mgYabVZWHjiIX5LRKxWkZqTTumwlF/jDuSq2Py/OuY7YEb0AuOO2l0ApEQx4cdht2A4dIGAPdHFPhCMRAzVBEE6YssoGrC1tBGWJ+NhUtF4FbYoUAO4Y25201FgaS4tJTYvlzosnEB1t6nRdpfsPMj17KKlpWaT3HMiNV17GoikDOzzvgy++QqOQ6N+rH0atkSiDEbfHTb9+/UhJScFms5GYmMiCBQvYvHlzp9t3qtAZDRDwEhGXRHJkONY2C16vF4fHi9ftxdrayLL332fB2WeTFB8aWG+4fwMX9MvG0dpG9+RELho1jiEDQvvsJZnDaWysZ0/BIfYUFCArFAQPPzFzVBbjaLHh9zrQmmLRuN38mVkku3ceQq9T02r1EZR9KFztxKck/tlLIpwm7G2NGAxGfKgxKk2kp/Xm08V3dnheRkYGPXv2xOv1MnDgQILBoAi9EbrEoPQUVq7dQFRcLI76VkYPGgAy6BOiSMvojjk1lfycAhQKBcMOrzF+Y8NBIsOM5O/YQ7jBQKDZzs0XzOninghHIgZqgiCcMP0mp9ItJp7CsiLcUoDifbv51jgBgPu+34+z1UmZX0tVWQ1Nja001bd0uq7+/XsYI2MPAAAgAElEQVSSk3+QlqpSksIlokw+ItTODs+LViuoK8mjtraebQcL8bgdKAlF2EuSxHPPPccnn3zCsmXLGDNmTKfbd6qICI/AbXWx5MmnUBqMLJo2FaVSweDBQ1GpFISZo9i+6xC15eWUVdYDMOyCAcy/cCEDenWnsaaZWHMYLW2hRMia9nZUKhUunxOH0wESyL7QAvjECXOJi45A4ZPwtTTgbK7nzyxVlhUeXO0upCCoAn7USjtryxr+9DURTg9GrQ6rpY2i0mKcjjqayoq54KF/dHjeli1bAFi2bBlDhgxhypQpZ8TTdeHk81N5FbE6FW+/+zlKt5NP123Cq1AgF5UQrFQi6fT0SYtBLq3k19seB+DhB6/nwQ/W4VWpaGhpxaWU2NokwkROVmKgJgjCCVMdKOfQMAeSViLoc6NMiOC6+NBmsU0WN/mNbTicXtR6Nff+ewt5hZ3fUPrggSo0RjUFNZXEpIaj1PmpLcjv8LxrLj+fnTlbaG2tZfrwQdgcASQJgsEgKpWKK6+8kszMTGw2G9HRnZ+aeap48OHFfPnzzwyfNBqLtYV3V6zB4/Wz/Ls1WB1uJsy7iPPOW8gLb33I+z9sA6Dmu3J2796N1eFC7dQSP2gAwdZWAKbOm43bH8Cg05McG4tfrUCONQIgIeFJSMfldmD3OaiqLf1Tbbe6tHy1t4V2v5+gys+NS7exq6Dxz10Q4bShMoVjVCvx+hzoTCbq3e1opY5vDLhcLjZs2IDH4+HQoUPiaZrQZXLzC6hyuCgsr6Nf9lBcDhdOhwON38+dJiWVH38CUdF4C/P5uP9CAMpL6/lpcw4+VZDK0nL215aRk3ugi3siHIlIfRQE4YSQIsFstCIjE/B50ajVaLRaJLWWhgYlklxNpF6Nze1Ho1Lg9gcBBYG2zk1VMyc2Iwf9+HwBjFoVSo0GpVKirjTiyCcNkbBoDHi9HiQkkENTmqIVMg5JjV+lRqlUEggEMBqNyLKMztp8Wqc+emstIAeQZRmTUY/b40OKNaNx+/DYnCCBQafF1u5EBrQpMWhanLS7nMRFRdPU2kJMeDh2l4tgnBlfXRuSBGopdJ/QKweRJAllfAQxARU+pwNZDhIIBNDqDQSVSlaoZ3Sq/VNsK7HbQxuqy0B0TAyWtla2JVxyjK6QcCqb2PA5SknG5w+i06gx6PW0Wm1sTLr4iOdMZg2KFgcmkwmlUkm73Y6kUOANU/OLYtYJbL1wppvMGlQtTjweNzq1ikBQxu33o06IJMYhE/C4CWjVaLW6UBS/00VLpIZAQxsKJNQKGZ1Wjd3hIwBsTLyoq7t0uhCpj4IgnHpCsfjhR/kXKb/76uXb3yGiup2KnWuJMkgUNXkYOmkmOxd1ZytHnld/7TmbaG93MWnGWZQWFKI36JAkBVJkNjMnvYukNNLYVEVNRTlKCUaMnczXOTJHGsZ9PSCWdQ1O/F43GrWChPhwzrt4AUM+OX03Cm3Hz81k8Ni6bfhqW9HVu7nxirNYGenD/clWwipsREZGEkBFlErG7vVj/9sEcgf+jMGgpyoYRK/V0SRJ1NXXYw++c8TtESazhsqbX8Dj9XPj9RfQ2mZjxS87yJ4znMmTZUa9to6PN21FpVSQEhfJ2CET2TwrmVG7vHz55adoNSoGDhqM1+tly44tZHxwF7abXiTGrEX2+1AElVx+2TyszY1w7rG/VlnXzEGpVJKUlASAzWZj8ODBlF4+UMRen6TWx1/wf180Hv2cX5kJ//NB+lHu+wjC8fR/3ov/k/l3XtMe/m/8H/i3wklDTH0UBOGkFlZuoeDx53hAbuLJxHBubi0lYld1h+e5m7/g/nuSWDjLztwpzQxI38n4ocUA9O5RwL7NN2Ev/wdj07ah9H7C1rXXHbW8PLWZ7aYMcmN7cccbb7Bba6R56Phj0seT2eA2NWvtbeTF6fjS0Eq3CidKP2T4TMyLHUJKVZBXp83ksb49uDkqlH6nZjlLFg9mz/YHWfrCREYNLkcR+KrDupTrC+jfrGCiKppZ2kia3vme9AYHAIateVyXX8xTFjs/zF9E3r+/woCSzUveontFgA+ufJS7hyzk4TEXMrA+9Iuk5NP1XFXfzGczz+LbKy5jogVuXPDYcblOrtU5TFEm8/KiW/jo2odwr8kluUis+xAEQRA6TwzUBEE4qbmcTiIT0wjEpGNI6oYTPWfHlHV4nlKpQKvX8dnbH+FwOtEZDCSkJAMQQMbr9ZKVmUZdm5XEqHAIHj1iu6a6guLifG5eNA2DKZyLFkxn86Ytx6SPJzMpKFPc3EpQI+MwSHhd7cjI2O1W1v68htwNK3jw3ttZ9vUXtDSEgjriY2KorKjgow/eIyMzk2AwSFRkx48e4uOjufyShdQ3thKQlaSlphBmCgNg9gUz+Ka+nVa7h8fvX8IV2ekgKbj95jvp138g/37jDfbu3cuFl1zMX+78KwADE82UNnnYt2EP3vY2Pnj/U6x1x2eN2vz586mpqeGmm26ioKCAmTNnUlhYeFzqEgRBEM4MYqAmCMJJze1xExkRRgw+Wov2MndqNm8VdjxXY+E5E9DqdExfOIMhI0dSXlLJnq07QgcVambNv5hEnYZIg4HeaWl4vR2VKPH+M49w4SUXEh0Xx+w584hV/+nunfT2lzYxKjGOxsI6UmUljS2tIMsMz4xEQsMzTyzm5utv4NxzryQ1LjR91e8PYDKbWXD22fzlttuJioqie2a3DutqabWT1TudaIMGr9tLXFQEsie0v8+y+5Yw1KDlhmeX8ui9f8OfPABJIWGxWpFkiImJYeDAAXz1+ecYjaH5a4P79SUrIozu3XpiCMrcu/hp9IcHfsfat99+S7du3XjxxRexWq2MGzeOsrKObygIgiAIwpGIgZogCCe1YFCm3gGljnZ2/FhBSW0TAX/Hm9J+u2oTNWXl7Nq4leUffsa33+1i/bpcAMzhMaz76SvK650YDCqqGprQKI9enkqlxNZQQmHuTjxtLvZu20jygEHHoosnNbu9HZ9CItBkIyB5Yd82gj4PpqhowkwmfvrlJ758+wNKD6zD63cDEBcfh9vloqWlhcTEROrr6xk1alSHdfXJHoxCklAqtURGmKiuKqetNZT8OWz8dLLSMrjtkovIObCFcSOmoTWEkZmZzrz584mNTWDZsmWER0TQ0toEQEV9I89vzMV6MJ/mXQexGCMYODjtuFynoUOHsmzZMg4ePEhBQQFLliyhvLz8uNQlCIIgnBnEQE0QhJObAlRaDTUVLYSP7EZZg4OE2o43ms7IiKO1oYne/fuiVCrwBwPMmT8JgNjkNJIzs1AYFRyqrWVvSTmR4bqjlmc2mXjvh60YDHpy9+xi4/4iVMrT/5FacsUWftyWgzFBS01LDQnY0SqgyVKL3+dlT4mLzP6pFBZ8Q01ZaCC84pvvGDV6NACyLKNWq0nNSO+wLqfVgtflAaeCp+55kuZmC3arC4C48/+CPP4KhgzqyaESHwd0WSiVCiwWK2aTiS1bN5OzZyeFhUXkHSoAYE9FHU6VhptXrscwehrJPQdTXm07Ltdp8+bN+P1+1qxZw/DhwykvLxex7YIgCMKfIuL5BUE4qY3muyMeO1rqoxT539d1pERCAIYcJXH3NI3nH863RzwWdpTQ4HWRR045PFrqY2c48B/xmPEIbfz1OKQwTjpK+0XqoyAIwhnjmMbzi4GaIAinPF9TBZLbh9NlxytB7Igh/PWR95CVfoLuAARc+GQlQ2OUXHvvzaxdtokB3XvhszWijUumtaWFmvoGJp01pqu7ctoblhXLV+++TGxaCip9OO6aEhZecTuB/W8Qdc4ulk4sQxUdR/HqLTx7qIZtPpneB15hwXOH+PLLL3n00UcpLS1l1apV2N65nK3JYk+0/ykyykTLd28gqcMI+r3Y2pooKS+k+aZcihdH0mx1UFftYOyYMbTUFbHwlmfITO/V1c0WBEE4XYh91ARBEP5DRkYRlPB53bhaanAGfMAQmutqSIwwkJ0ezQ+5tUiShrUNoWlvPTMzsBRuJzkpBdvBjRzan0N0nxFd2o8zRbfMdJqrK4mOjUNhVKFL6kb3lDgKgOI2Pdr4VPzBAG2Snz317biNoemldrudpUuX0qNHD4YMGcLzzz9P3DH9Ojw9yMjUlpZxaMtGVAYDjbUNOPUqklAg+72sWpXL47fNxxSlYd8+B/5AoKubLAiCIByBWKMmCMIpTULC3VyPo7GMgp++R6ULJf61OKxMSjLSUF3DmAQdIxN0WFpC+1rt372Rpoo8LGUHWLt2E7Fhepxu8QD/REiOjeTLr39i5StLacjZwqHP30GhDK0PVOsTmf/sd9z+5IeohpxFpkkNhIJj/rP+C2Dx4sUsXboUs1ns1Pq/SZKCrd9/w+r8RlQR0aw+WEm70wNA0O/h3Em9eOXT9Tz90pdMmHQW0rG9+SsIgiAcQ2KgJgjCqU2W0ZpMqIJBRl98Ixp/KGffX99CsmxjmNROHH4ywnQoPPUA7NxfQa+0HpRX1tAzKYr20jIOHtjXlb04Y/Tt2ZdHHr2LbhOnkzh8HAMvuY7bFs0CQGGvYPktI9li85FUm8NfB0SDHPqaslgs9OvXj2AwyBNPPEFRURFqlZgU8r9N6ZvKuTffzRM3XYSmtoBXnnyApKgYAGw2H5kJEfz1yul8+OEblBYUiMATQRCEk5gYqAmCcEoL+Fz4air59dW3cbY0EnSEnpp53a18e6gMfbQZb5ubV3/ZSqQx9ARm2Ii+VFUVolOFsefX7Xj1Gqx/IPJf+PNkhZIGi52W/TkEghJup4Pu51wJgGSMR6My4Hb7sDV4+LHOQ/DwOKK5uZlVq1bx/vvv43a7SUtLQ5LE06D/7btdhexf9RF7927Hrzew+atPaKgLbUT+4TcHqW2x0NhQzT/vuJvYKBfBQIcbCAqCIAhdRAzUBEE4pSk0OvJXfsKoG6+mdPd67G3NAMzuY2RUjMzB6mp8yna83gA1daE9uQ4W1/LSpgLqLVWMnDKKG99bx6HS+q7sxhnj6oeeZsXLLxHlUNJ4YCsBtwu1KRGAluK3qdh/iM+nD6QuKLO63IpKFdrgbt68eXz22Wd4vV7q6uqIi4sT66t+hyxLPLshD0kt0+oBj87H7ct3A9AjRcd73x/ilw35jJk1kvjBF+N1u7u4xYIgCMKRiNRHQRBOWZ2J4D+ao8bzC8fEkWL4g0f5uD/aF8EGZv3JFp1e1jD5vz5nJr8eh5YIgiCckUTqoyAIAkCfMXMwFucSrVPT5HGhUWtQaw1sLCngovmXEeF3Y7M4uXx6D5rRsflQFa9+8TFvXDaTx5ftx+n0EG5W09bmYNu2d5Aiz+Xcidkom1oZPGQOb69YTlaCgs3Vu7g2cQhflNo4d/AAPJIfpyxTZ7fyk1x82u6jdjyEv57MpgdnYZC0aDUahj3xGf3S4lk7LZfcuAuJ7dYPS1UB/ccMx2krw6U1ELXqKbRT/km6Scf0i27B6Xaz68Amcu4aTkr/RBQKmT7RYTg8ASp9CuoXvsTYl5XHZb+0k937kzz0oZG1ZVZaWoOkR2t5/MW7qVnwAauv7YlaVtBaVQL+AHaXG7vbAzmT2XRJG6UWDQ9cfjFLXnmboN/Kd3ubyHZ8TV3iRbx7/98YOn8BjpI8xlxyLQPrl2N+dytzvXrGx5shNYvGkkLqWttYfONANjG7qy+FIAjCKU8M1ARBOGVJHh+9TEpe+fxfKCQV3m2bGHHHawDEJPcn0V7ALbffibWxkU25q5mbkcqrwIy738KveACnowW7T0ldUz3F20KDLaMcpM7upmev3pw9YTTttgI2VIKlvpVuKQnEx4XjDQaotLnxKzwgZt/9V9bev4igy8Hz11zOwLFjufvvj7H79iUATJ00nOtnzqGXIpFnXn+Gz0vqUCfFEAXgsjP23OuJ0OnQabS0FBQBw5ADATLMWp547gkwmLH+/C6zbWfu2rUEawWjF0zjrs8fw22tZuNrz/Pmk/9g9oJ4Dubm0jM5DjkQpM3uQgoGMWpCPwNanUH+ev4skmISefGeOxl9/d1weGppmMHMsMnjUag1mKKj6BYfgyyDz+XDY/UR1SsdWq1UNTbjObxGVBAEQfjzxEBNEIRTVqAmn38+cTnNO/MIC9hZ98tOdFFaaIQd27dz4aSePP3yUqLDjCyaN5ttZcWhE2Uv1fV11LX72VFYyRUTUzBmagCw1rfjlrS0traQW16LwudFIYEnKFPZYqGo3UmEJIGkpGdCItQc6MIrcOrxuxoxGk2sOljAJ5s2kp41jCZFaB1aWWkFsaoYbnr9WZISopFKywkcHiw01FRQWHyAmPBRrF+/jrHDx1Ov1vDkZdOR6ktxV1YTsJWSu7cOkgOcqUuwnQYTPSeP5qt/3M2ISePZU1tEUB3asmLUpMkMz0pGpdZRX16KHPCjUCiAIn7ZWUW3mB1UdLPyxqq1BGQJoyG0bcKjV17O9l35jD4riotvuZc7zzmbt4JBgvg5lLOde3bv45lH7uDjJ1cyYHBWF/ZeEATh9HJmfpMJgnBa8KT1R/b5ierbh4oqFzNuvJJFZ00FoE/fHvScfin3XXoxs8dOIn9XDkNnnQuAvd3CyJ49yND5OKt7JD6nh3ZXaECgVKgZmJHMlo0/Mz87mxa7h2AQjCY9TqWanuFmDEo1PaKNON3tXdb3U1WYKZyekYnsK8rj8UsvJ7tPD1J1oWt/89QBbN26jMvHjiFeo0aj0WKK0AKQMWAIY/oPRhvwMG/WLFqqawkGA9zzfT0OZxDDoNFoUgczaOpkNGfw3mB1Ta2oFG5mXXU1B1ev4JKLz+bShx4DYMKCqehVBtRKHTERCcTGpBIVGQ2ApFIxY+wkinbk8t5dN5CcEIPX5wNg1nkXMHpgFrIujM9eeoZpDy8BpQLZ7ye3qIoHFo3F19LEA1dfjMvh7LK+C4IgnG7EQE0QhFOWyajlmyof3t3b6JPeDU9+Ht+2hDb3/XXNdzz/+GMoMmORgnZKfQ5cRQcB0OtNbCuuIbn7IDIzU9hQLaFXh54e4Knjo5/3YFJHsqMsH6fFgl5vICMlg1FDhuGSZOorGiips9DqEZH+/63p//qWBncbA/oMoFBSsanHKKKjQ6kwm/ftZVdZKfaiapaXVBIIBEjMGghAeIyBN95+DneznWDAzaCx4wj4A+jtBbidHmw/r8S5di9/ye2F7PF1ZRe71LpKPzmbt9Netx+two8qMos7/3IfANu37mD5N8uo/G4nRat34XC00tzaBEBCZBjl5VUMzR5Im8OC3+0mJSr0JI7mampztmF/4l8cWvs9q288j0C7Ha/bxozR2Xy9bjM/fvU1KzdvxhAd3lVdFwRBOO2IgZogCKcsjRZmdIvFp1Dhi1WiiIlBpQmtNVs0bxGjswfx2JsrufRf7zFlxDgMh8dVznYnVoWOH9as5OvvtvDwk3/n1ef+AUCtNYBZqyQiM5a1GzeR12gnGAyiVisIykFe+3Ebyb1TCegUaP3i6cF/a+t9l2F3OzF57ZQWFKLTGvDabQDMmzKLVo/EW1UHMIepkYNB1JrQZs3qqHh6ZCTywocv4vQF0YXrCQsz8fHKr8m+9DysriYsUXb+dUU6SoelK7vYpTQaLUF7G2s/fJ92X5CH7noAuT20V1pGzwz0GjXaQWaSJmfhcloIeENPhRvrW3nkkxXs2ZnL58t/wG53kBgRGnTZkodQuG0jd25cxedrfmXiNf9AqQ/j5qtnofI5cdic1LW3Y7Xa6dYzocv6LgiCcLoR8fzCGeVoce7HI5r9SPWJGPj/v87G7B/r69jZ98eRIucB7Pz+051dzPujzTojTDrKNVx3BqY3dtqQI0/7XJ0z4Xdfn8X6TlU1gdVHPCa2TRAE4Qwl4vkF4c8o3lPKTReeTXldM3FGDXafTP9e3YGfj3ldgybdz09DrcT0GYSsVrD1x7V8tG8vkHfM6zrV9UkaxMS584nVKug7aBDbDhSz+dutRCfPZ8fGu/nphcX0HDaGmvz9DLrwBrwGz3FpR7QyhuTkZC6++GJ++eUX8vLykE2VRz3n15ceA7+a6f/O45pr7+GNd97jm8v0zL3/Sa545AdU7Vamz1hI0Bvkx01fsHV/FXwvBmr/27y7lnPehRcSk9odpdZAc8VBNINHdHWzTin/vPpT3v3nYvp374bP58F2oIwmj4O9PRt54iw9vSKVXHX+BXQbMJBnHn2Qyto2Zm3uXF0zfqimR24REZZ6opO7UX5gB0kDpnPvLb2ObacEQRDOUGLqo3DGWfryM0Qo3XidLtIjTQxKCKO4svq41OVMHYakNyJ7PbhLyzFGhJMabjoudZ3qJIWa9oNbiNeriDVqGDyoHwoUbN++ncvOGs7zy9agVmooaXXh9/uPWzuioqLo3bs3w4cP5/zzzycsLIza2tqjn+RTIQd8LHt5CbNnnsW/33iRq1eE5ll+vWIlEeFmFGot+ohw9mzPJT+v4Li1/1QW9PnI274Jj8uBpa6EgOv4DMZPZ3avH41WhdbXjDbQijtGT9Thr/qUcCVnjZ1I+uDhSDoDdouddHXnb/7Kfg/bf15Hs9WPLOlIGziFg798f6y6IgiCcMYTAzXhjGNtsnPp2Qt5/eGb0Eoq0pPjyExPOi51NfhkilqdVOcXYm2zk5gQg1ZhPC51nerUKjDqjdib2sjP2Yt173aCcgCP18forF5cOnE8clsr5UVl6E3m49aOiooKxo8fT0lJCStWrKCkpISOZmHLHgdSIMjGrTsoOFRNuCGMJ667FYDHbrqG5IzeWOx2SoqLOPviG8lKiT5u7T+VJVWWI6sMOKwWvE2tyEqFmP/+X0px/wutXkOdzUeDXYXeoEU6PBabNnkcg/r1x9Zmx+vx88TzS9EN6N/pumrLCjFp9STHpqM2xhN0BUk0pRyjngiCIAhioCaccVqaW0hJjKChqBSjQUVLi4XqhpbjUpdNqWNU3xT0keHEpCYRadCSFB9/XOo61QV8QUxuH+2NTXgbm/np581oVGoUKNhzYD89UxMpKiph4djhEDh+T9TUajUejwelUslll10GQIdreQMqZI+P9Gg1tfk55BeXMmXJQwDo+k7AarFRvGU9Zp2e+upaYuKOz42BU90lK35hUJ8sfn5hCSqjgYDXdQYH7XfOxu+MJBj1GDQ6fD4XZo2CKrUDgPLaJppqW5AcFlyNzVQeKOS2hx7udF2J8Qn4NWFolEqaSwrwNVQRZo44Vl0RBEE444mBmnDGCfr92Noi+HXXXlqsFuprYVrm4ONSV3zZJloam2jdUUHboXqqLY3cte/MjQ4/mkAQipva0GhVpGX3IaBUoQkz4/O5+ef36zhQdBBrcS27C4sIi4g6bu0wm83Y7Xb27t3Lvn37MJlMKJTKo54jBT24nG7+8eFKSmoOsf9AOR5faANtfyBAZU0V3qp2ausa2L53F7c89Mxxa/+prmj3BkbOmIPHVo8uMq6rm3PKifMbWLd7D3anjZbGVmweF2EGPQCDx03jxx0byVm9kZX//oRLbrgS/J0fCtc3NxKfFE+ztQ7Z7eaTT5cTFENrQRCEY0aEiQhnHLcvDo+6G6lZF1Jdu5uDVVVENByfexa3nbOIgn7xWGMPEGgoxajRculFc45LXae6YCCJdlmDJ5iAQtuNpe99zu4SBdvOXYw5LpviUh/p3SO57JEXUWiP39RHpzuKXbvr2bBhAx6vB7U6Bkl99IFarTqM2T83YPEpmdfbwPbduzHEhKLNW9V+0kYOpSazkbaAl+hhg6jxtdP3uPXg1LW/YBvevoNoj45Fk9odt0pFbVMJsbH9urppp4z2vByyu6eRHBZGaqqKZocNgy+01i99eA+MiZeT//0yWtuqGD99CuXbXiZtUeduHBhio1AlKahxe9i3cyc9zsqmylV1LLsjCIJwRhPx/ILwJ3UmWl7E8/9xnY3M72zk/7Gua1Lb78fO/9rJyPmjbQXQ2TKF08hR4vm/ysn63dcXUXzEc4bxzRGPmVD/8Xb9D+J9KgjCaUzE8wvCyeSFi5JYutzKeRP78fLyPWRn9+Oi4a3c+EEVlbkH+fLZR4k1BBkwaBAzbv0HSwZGAMcnZfJ0NHvIo8Qn7MSxejVDExRsbpTZ6VBQrz/6OrUxM65kUY9W/IW7mT+pL099fggpyswHv+Zxa98Y0roNZcSIERjCY8gvOMSyH9axqqSQ8QMmMG7cOPr37097ezs7duxg+doXgSOHwFx/zgx279jKly89SVxqfywaLXIgQOrQCayX5mPQqMhb8y6m+ASyJyzAYneBp3OJho1XPssip59HH3mC1WtW8OHyVXjCM7F+/7dOlSecXmq+sXHzOeN5eM5oDu7I5b4dZezakUvyOYls/OY17klXEx4ehRQM0lxbybONChadffQyz/rbeoq3bKCq1Y7eaGLM1MnsWDyecRtqOfDyFzx23mDiY8w8ufRLUkZNZfUjU1jjncrHD9zAtAnDCItLoLH4AO+s3sWOj286MRdCEAThNCDWqAnCn5RbG8O8Eb3YnlfDG3dN47op3dEdnirX3lbBN5v3MHTcCCKy+rLz16/YWycix/8bflmBLxCgSNIgG1Ts96oI/oHzyjf/yPYdFawt0bI1r4z0BAOBwze6hl10KX6fh3a/B6fNRkxCPGnxoemUHo+HmpoaysrKyM3NpbKyEr8/cNS6vvthPY/cOJ/o9Gz08b1prK1AOhy1N3tIGnctGMlLL77C+y8+R3RUGBp1555EAMRFqJg5fTbusHTmXPcgEbHdMZuP31RQ4dTiarcRK3u47s2vyYiLYHxGAh5nMwBZaietNeXU5e/FWl1JRFIqBDsO5nHabOwuLCfM76WurhGrxY4sy7hcLprqazhUbUWhj2ZI7xQsFisQCuCJiIxApVBgKdhP0Ccxsnfyce27IAjC6UYM1AThTzpU2MaYYRlcOqUv5ggD1Y3tJDTnmUYAACAASURBVPUaC4CzrZlXv3qRre37cCRqCMRpWWE9fomFpyOVWolapWRGuI+Caj+TzAES/sBcALfTzYR0mandFRhMUTT5dPSICw2eNEE/fRKjMFrbaC0rx6jSMHZqaGPl5cuX89BDDzFx4kS0Wi0KhQJ1BwOrW+cMIDUuEbVSRXP+OjJT++D1h0JjuidEcta4wVx/47VcctMt3H/XDRjUnf/odTp8jBw3B4PeiLx7F+eOmQqS+CgXQtSyg1lDsrigbyptfokhSQbMptAfjKUkD6PWSF1BPkGlHmd9NZ5AxysMAu1Wok06xqTFkfb/sXff0XUUd8PHv7u3V131bhXbkuUuy8a9YZtmwNgOhF5Dix8SQih5aKGE3gkJBAjVdDAYMG649yI32Va1ZPV2dXWl29vu+8f1w5O8TywRucSY/Zzjc3zunpmdWe3dO7Mz85uEWIIdzciyRDAY5MZzxlE0OB+d10t+/zQSXc0AhBFISUwElYmYfllk9s9H6w+e0LorFArF6Ub5dVcojtEtF02gqcGBwxWmrdlPZryF7vodACTZ0pFWH0B6Yx/h79ahape4bnDCf7jEPzUiciRMt0ZNSQACshpHpPcp4MnDJ9LUFcAXDpOfquO5340iJOoACKlsNB3YQtnWvdjUbXiqyiAuGkny5Zdf5t1332Xr1q0kJydjMpnQ6XU9nuuSa28nMW8SqoCHhKxCAt4uXF0OIBrNsq70EFuWLMLtaOeu+1/AG/oxY4L/mslkpLK2FgKdyLGZbKuppsvt7nN+itOLz9fF17troDvES2t2UdcVIRiKvhyqeOfvbPjkLVZ+8C3BoBcRkMO9d9Tyiwoxq7V8sKeaSCiMJT4ZEAgGQvzmpS/odrbx1YZtBL0hvq2MbgUQCUeIHzoeT0sN/jYP7rpqJix49ATWXKFQKE4/SkdNoThGv315Mav31BCjV6PXqAj56pDlaENcCgX4ywsvsykmiTpjGhHPYW546rn/cIl/WlRaLSprArUuCUkS2NwlE/wRy2uzR57BZ1sc9M8wo9dJ3PPnYqZddD4AupKN5E+YQf60QgKZRZCRhdUVTTdq1Ciqq6vZs2cPJSUlDB48mEi451HQ/dU7qd+/itaOGtCZ0bc3kOKPdtR8Ph9+ICwLhN12RFFFRk5Kn6+HreBsdu87iNzdQc32YsrCCXQ4/X3OT3F6mXHhL1he3YxOE2JGpo2NjjCtbe0AaG5/kpVlLQyfXkRIDnCwvBSNuvdmwMj++aDSYxC1RFQig4vGIggCi5d+T0xsGp+vKqb8cAO7D5axb38pALIkkzhkDE45DkOilbZOLxoMJ7TuCoVCcbpRoj4qFMcovp8Dj8ePDIiigEkf/bzDnUpKvJdQMIBGo0ZQqUGWsXc4CTqUDY9/LGOKC1EVQvJ7CUaiDwVBEIiQ3mMkRmuOn4CrE7NeQCWCqNLgDkh4fInEGdsRRRFBFBEEERCQkWnviiE+1os/EMDn9WIwGJBl8AdjiXQcfRQvMceJVq0GUUUwHAZkZEmiw2njrMpPUKtUCIJAty+AKAhIksz6tMv7dD1mepdglGXC4QgatRpPMIIsSUjxeiWanoKm4SpkGVSAjIwsCAiCQKoY4YNNo1CHA0ihEDq9Dq+gQQCuMBYfNb/RfEN8SEtbexsCIIoiMXHxdGtCGLpCSN4AsWYdshy957t9YdRpscRLOiLhCIIs43d3YopNBMAuBpT7VKFQnM6UqI8KRV8JsZDivQSPWoy+2w1LCDJICLSbPuHWG1fz8cLPCPoDCALk5SVTXv9HJpzRQH5/J5+9/QpXXDiTPeWHGTb1Al56dQRy59E3X85Ouw2rzsTYQVk0tXci6Gx0qJoBZVTtx/K2WI7879/b5NrVeDVajQCylmAkSJdXjj49TZ8yPO0ZLBYTcfFJLFm3DbcvgEWl45Gud1nu1XLt9LMoSEzB6fdR2tRC55bVLL3tVl794C30phiyUxLQaLUcrG1gdGM77T2+8Prl//7X9m9W/l/o+nA5UmkDcyePRSVG6GxpQq1Ws+z6n2fj9yVXORG9CdfnH2DQhKlUZZM/exJLtKU/yw5B2r6jB75ZnRlDgkWDJImotSqseh3mkAZ2Hz2/nYUX8vXIs2muKaPTE0Sls1CQk8Ls2j3kzbsUaVcVtVodarWaUCjMlRfNYltaLAcW/Jnc9ARGDsqkubWLiBxh24Fqkl695QTUWqFQKE5PSkdN8bMT1ixmTI6J2bPO4vn3lxJv90Q7asDA3L3MyikmJaUfHpedbXXr0GrvJ39AF/XL5tG0/g1kvZEHb/szuQWDgBE9nuvi0RVkZGYyYXI+GUPm4Pe7OfPsOSgdtROvIOF7Xrx5DmOnnMuh/eu45E/vcKjNC8Dwfmu5784/cKi6nnyznVcWryVea4QuyBo1ifwR4xiYmIAzGKTTVkP7ltW8vWojzowsPv7jrzElpNDd1sxTC7+ExnUntV7WihZyD3YwtkDCZtay4LmPuXV60c+2ozYkksDbNzzItQNlctKz+W7jh+x1x8FVx/Wl5mmhMmsYyRlW9IKKoCTjEVUUlzZyWy/pHlq3l5Xv3ocpo4AtX3zA819sZZzfTUGHnwsTM7j8ypswxKcS8TiYft4FqC94m6XX/JKWNgfq1gZ01iRWbdzJ3i3VJ6WeCoVCcbpQ1qgpfnakcASrMZWmjjCxsRloBBmdEB0RKauupNHrQptoxpKTiU6jBgQEtZp7rp/Hmq9XIji7uHnBf/HYb6/u9VxZmfGU7NtGd1MV699+kJjYFJYv/+4E11ABkJtmJDEujrufeJE/f7yWARk2xCNtd00oRMQfpr7sIA6HE6NOS0VXBwDDM7OptvTj6wMH+Lh4F60uFwatjt/cdiNXzp7KZ999T23pHl76ZCnTi4af/IqJBsbkZ+ONqOkOCgzMzsIX+vlGEhUFkZb2LnzBIG5XI91hkS8effk/XaxT0ogRQxmYmYbb56epzY7VFgORnreeALj57HyWL92C7OukvN6Bx+1CrRK44tY7OOsXN3PR5deyf9MGfnvnvfhD0ciO9z30Au8u/IZNe2pYt2Uvi7aUodfrT3QVFQqF4rSidNQUPzvpCUaumpmFqrWOJ/7rEjSCgHBkOWTX99uZNX0mtNuJj43FajQBMhqNjtycHKaffz50NJERb+XM3IxezzVoaCFFI0YSUZmZfPXDqJEwGpQF9SeD2aBH51fx1E03MHt4HoMy0jky+ZG8AZnohRimzbqQssNNNDtdiEcCMRrkCGdqPEzMyGZy3mD6JyYTCoeIhMNUOSUunz+PuPhEHllwPX9fvOqk1yvg60Jv1pORaMPV1s2oIQWsPHDwpJfjVCFJEuemdTO8oD+SJ8IlY0cwIe84zDE9DTU3d+L1+BmalcG04SNIibXw3Hef9ZouLsbA/JtuRJJU3PCHB/j201eQZYG4lGQSLQYWv/Y2Q6eezSvPvMAHjz8NwKL1Bygpq2HKmCEMH5zDm/deh8FoPNFVVCgUitOK0lFT/OzUt/lYW6vGhZkarwlrevwPxwbPPRN3h53N1fXUlJSgUoUQBAGtTsu+/RXkXXgtL+z1MuFXd9Eo/4ivjyCjCzYRcDag0+v45sU7sJhNJ7B2iv/R5Q2zoXQ7NS3lOO0hmlvbefjuBQCU1DTR0HKQlYu+xeHqIiJFyLBEG5GldgeNHQ6WluxGHwywrvoQIPDdO6+wcdmXHDpURSSsofpQGbFG7UmvV3ZyPIIkUFO2n5DPyyfLluN1eU96OU4VIa3IoXAyG/fuR5OQw4binXRrlJGbf2VoWjz7AgK1h5spPVBO/jmXoVX1fg//+ctivIf3EfZ5kVwdtO3diCTLyLJMdXMzH33+Du8s+C1lZXvIuPR6AEwmE3sPN1NfUcGh78qoqqwgzaq8pFIoFIp/h9JRU/zseGSJsqo6Bo3IISYtAU2y5YdjmXkFHK4tR5AlSupaaGhpB1mmau9OLn3yLfyBAPv27eac0YPo7LD3ei5Ba6DkUDOR7mactXtJyBuBaPn3gmIo+iYnPQl3Sh7rdu3Ga5GRtVryc6N72LU53Jx/2wOYYg3sbepkzrlnUpCfC8B767+lvbuTUZKa9kCAS6/4NTExcTg6nehNJp597xMscVYOlB7Ebm8/6fVqam+lobkFry+IRSeTHm/ml9OnnPRynCoc9i60N95LW1kJarWPstIyFix89T9drFNSnNhJDNDkctJvYD9CqHG5et+E+rIZadQdqqRz9z7c9mpue+pdQGb3nlIy05LIGjeJ82+7lVa1kf8J1uzz+VCj4tGFKyiaX0RJZQMrVm4/ofVTKBSK040Snl/xsyLEHv88ewoRf7Tz9ZRGcXz05W/9iPPoASh6eqt130l8jk5n2VGP/RyjHCrX499QeJT7e3cP9+/R0gDTdy896rFIDz/f6zn36OdTKBSKnzYlPL9C0Ve9daquO6uI388aS+nhTvbbfbzw8QbcQgkTf/UN6Q1bOLh/PwaziUgkwqjCUbw+5WWemzqecWMKcDc2Itc1MOh3f2TiNj9NI68+6vmEWDgv5TEWflXIs8/9hZffW4M3FEAW0pHCdSem8j8z1w8ZQa7KQH5GNp/tKKa4xc6Eobm8X1pMjjGFDI3A1Hgb1d4gTYEw10yaybXvHb1xOUwlMP6GG7nllluQZZklS5awZcsWxi07ekfhRFA6H/9MuR7/hp46ZH1Ic91HT3B53Dw6Krdhy07FtehjYqddwIirof+ly6msrqe/ro2pgzOIH3cRJmssr87XHDW/KSwl/or3yckrYMnbf0YtCDi8QRLzktm3oezfL7tCoVD8xCkdNYXiH+SG/RTk5CJ3HsTn9BIKBpF1Mj6Pm6qqSq771a2kZ6TT2dXNN4s+AcCITFfpXqZMOhv3oJH4upuQxeRez+UOfYy2I40Hn32Z4t3n8P2eBo7zi5iftYq6Dp586hkcjQ2IKjXJB0sZMKw/75dCSJa46+xJqPwhJljjeXbFWjx1DT3ml6bRMm/ePNLS0vD5fASDQUpKShh3kuqjUJxqQgGJkhWvMWhQIUJTFRvbqzlfkAGB/eV1FMV1cdecachyhMXfvUHSmTcDCT3maTAaOVi8mWduu4WNe/ez5UApB9q7T0p9FAqF4lSjrFFTKP7BsLxMPtqyi5TcbNbuOgREQwGKKoHE5BRWLP2GxuZm1q5chtfvByBVDjLj0rv5YOla1rRIbOrWY9L2Ht3M3dXIc/f/lc233kZHUweioEZGdSKr97MyeUAuy5at5N2PP+PFZStxubqIi4sGjnm2KBWHw4fLH2LVlp3kqSJk5Of1mJ9GJVJXV8dNN93EF198wSeffEJ8fHyPaRSK09mm/SUsWr6U6XctYPvGNSQmxeD3hQDQywHmnDGUr7bVsPVAJUhqXl149KmS/8NqsTBIH6Gs+jDLi0vpl5aERqM8FxUKxc+T0lFTKP5B+sChXDZ2EuF6O1dPKyQiSQiAIKrJHziIUeMmsW/XLiZOm86QYdHNrs16NUTCXP3Bl8z+3QJqWusQhN4jO75z3Vzueuwe8qaO4elLL0ErhkD++e6Hdbxdde6ZnD9jEvf/7vfkxcSSaDahVkcbfILVxJRJIxk5dAA3XvYLRmVmYOklIl0bIgsWLOCjjz5i8ODBvPHGG7jd7pNRFYXilNQtGEhAx5vnnIXWG8Sg1eP2RUe/zhk3EFd3kPvv/i+u+8VlzBk9mkg41Gue6vJSujrc1NQ1s+CcqehlgVSbpdd0CoVCcTpSOmoKxT9Y/N0upHY7ew/X42pzoFFHZwdrNBr8wRA+v5dQJEJleRnSkcXyrWdcgGw1w6Fyup94ifLB51KwZnmv5/po+Ro2v/QWt7/8Id1aDSFJ4tSO7fPTcuvri3B2tWC3N2IwqAiKETjSUTPmpKOKMdFZbkelAV2CBimu5zDlXq8XvV7Phg0biIuLY/v27bhcrpNRFYXilJRrkNAbteysr2fZ8nW4fR683mgUyXkXnUNsWiZC7lA8td3kjBxMTqKu1zyNgwZS5bBjb3WyrmQvghyhsUOZ+qhQKH6elDVqCsU/mDE4k+r2DrrcQUxWM1/fdjUzXwW314Pb001x8TbUGjW1tSpUKg2Mhr2fv8+s7PtpXP8968p2IBhEBuT1vA4D4N3qFla3u3hs5hksX7WdUDiMoCxRO26CeNFarZRu2kWC1UL2lEJe/2Ip8BK7K1QcsNdywyWTiPjBaklki9fGzB7yE0URt9vNAw88QFFREbt27WL//v28mtz7ekSF4nSkC4u0d3bgCnq44sKJxMgqErv2AmlU1rRyz4tvMmJAPzTqLu567CtKajsYxBU95tmxfw8HIxL5mbFoCNFgdxBJU75jCoXi50kJz69QHNFjOPdX+panfJQ2SU/nUkL3Hx99Cc/f07V/uIde9B9P7eeoQnFCDOWrox5L5Oibjh8tUucUjr6GTQnpr1AofiKU8PyKn4/0X95F/51vc+c5RcTGWek/aDh76hqZ3e81Znw8i30bdzC5aBAqBEyyn6pmOxvvq+e8T6ahD6lwtNixJibgEQKkJA/gg7Pf4eHy6by/sJSifvFMGZzBhko7Ww4eglec/PbjTGaMzSferKatsxtfwmBui38B++XHd42E0hk78W6Yci6WgIushBgq6tspbu9k4sSxPP/GwqOmeVgQeFCWuXn8KNQuO9ffcAWPfLuT6RVljH/xj7xVmE9ObS1+OYg3PpEbA5tYN/+DXsvywQd/4YtPF9HZZqe6sRWv38/Qto9JuuwZEGSsXZ28t7KcnOxEWtq6cTqVG0RxiigUqHp8IVmDR6IyG/E1VWIadhack8kTn3zL2LoAhpQUBJ2JSHc77sN1XDlJ6nHbBHckwv6v30Onj8OalErFvj2IOiOqyxMYdf1f0YnQXt/G+Refw233PIUhO4MpxS+z0j8eqbMZVUIOb7/4MG6Ph2W/m8rKmPkn8YIoFArFyaOsUVOc0mKGTEejFtlddoiCsediTu6PoIkG6mivriYsQEQWQI7Q5gnR4Y0uVk+wmLlheB4Lf30pf7lyHgMyMti8fSsA21a24fOHGNYvAWOMBbNaQndk7VKizUa8XkVCnJlddRF0bbtBUgJ8/BQZ9Foee/4F8jMyGJKRQEOtE7vT2Ws6AXjokYe458Hfkzt6HBP0LQBYEvtxwaevMt9bz+Wt1VxVsoWANOJHlcXX7WTkwMHE6a0Myu7H1PGDoucSBAjJpCXG8Jffn8tv544jEOw94IJCcTIZbEl4u10IYQlDQs4Pn5cs+QbRYEIKBvHUVPLQDbey+K9v9JqfIIjU1zXQUroDqzpAgi5E8eZNAMiCxHXz5/L0k08Q7ujm2cfvRm+OPvMbP3kR7/bv6V7yOrFJqej1RgRlSxOFQnEaUzpqilOa2hzPuBHD+aYhiNoUy2NfLmdk7mAA3G4vWcnxdPojhCMi+9u6uXpatOHsdQZQJcaxtng/pQ4X84b0x3AkxPOWsnoEKUSKTcsepxY5IoIQHVzWGgTuWhbAHwyQGqclLiEBZeHYT5NRa0Sn1bKiuIbvdtYRliI8cdt1vaaTZZnvly7GHJ/KE8++zjW//wNBRxsyMum5A9hQ1kJAo+alNTWkT53zo8qSHJPCkJEjQKehX0ICBl204alWq5G7nLR3OHlq4Xp0RpGCrJhjqrdCcbwZTRb+9Pyb+F1uSpct+eHzL3dV8ea99/HyQ4+jMpq4/YH7uOyFF3vNTxYERhUNp6apk8fvewBBNGDQRLdCidPA757/iOuuvJkHH3+NzOREnC4PADXNzTz00tsgaklJzkSlt3GKL99QKBSKY6J01BSntMDexQTURla99hz1+/dw3yVz6Mw7AwC310+sxUi6WYXP52FIko331u4FQOULonL7sXs8aF0dpKmMJCfbAIhIMhePG8KbS/YxOwP6JRlpd0bDrAc8Pp696AwsWh2zBiXi93qQfkRIacWpZ/akoUi5eZxbkMa1kwez7fX7WfP5l72mEwSBmTPOxHe4kqsm90MK+dDGJQFgTklhlFFEJehZUJiK2tL7Qrjm7m4mTJiGIShhisiMGTWGpsroKN1HH67l81UHiVFpuGHmIFwuN4cbvcdUb4XieAt0tvDMY3cT2fUOg8654IfPBUHg44p6br3rdmSng9isbCK1Nb3mJ8vgqNrD3t1bKRqah+xtJyBGX5Zlp8bz3A0X8NQf72TlF3/no1dfwKjTABByu7npghl8tPBztn30F/yuVlQqpRmjUChOX8oTTnFKu+aKKylz+ti1dRs6owVHhxO1xgyALEFZfTMhQcAfDiPLEuojP9q/njWZ5Xt2Y0mOxWQys7Whkrj46OJ2QZRpanMzc8ZUvt5QybaKRkRVdLStsctEQ7uD77eFWLerFqPOjKB8TX6SIsA902cy4aqLWbKrnHPveJrFGw78qLRBWyod1SEkgwlHexsAMhJ/apaRzTrc9XaeWbKR9Qvm9ZrXRXPns2v1KkxJiZhj43ln4SeEQv88ndbjC+AIhEjLGIhOo4zgKk4tj762hA2v/wW3KgihyA9RvgQEREGNv66BrrYuIj4//o72XvOTZJmdFW20OCO0dHbyt0++xt7WDMDAcWeB2UbA46HJ4UDSmLlq9lgAdhYXs3P3DoYOHkJmZj+8Xh+SpIyoKRSK05cSTERxSkuLt7Dog7d57tX3OCNtICPGzyIiRTtOarWIxawnEPQx0GBErVLRJEb323mzpJi6Zgc+d5CktETMeivaI29sQ8EIrR4PtqpDtLtdVLS4SLRZ6QCaPTK+kJ9I8BATxuZxqM5OJE5pCPwUWdPyOX9+Oy/c/yQNrR2kpqfQ7Oj4UWmzJ57JnoptONoaSTNFA8k4ly/k/FgjLQEXXS4P6TkZdLt8veY1dPhwRNMQBH89KWYb2dkpHHZ2ojpyXBBFsrMT+HZvB4UjgwRCkb5WWaE4Ie6/91biDWq8fh9yJIS3eh8mACE6qvboq69yY+5IpNIa9CMH9Jrf+FFnEnQ7mZgbw+p91XS6vIyKSQRg64ov8Ha2MG3yfJ565Q1yk/R4na0AxFmNVNc10eX1w7CxqAXlu6JQKE5vSnh+xU+W0Huwvf/jaOHyAZYxvU/lOIc1fUqn+Hl7pIe1jw/28FyezrKjHusp0p7i56Gn+0M6yk/qup5C3xf2bYR3+u6jh9rvy306liVHPbaN2UdP2EP5p+z+7l9+vr7wvKPnt1tpligUih4p4fkVCoDtucupWbWZuBQzqfFWlizbz8FumXfPf4UxLxbx1wWXIKv9hMIhtmzdRFenA67Y22Oe2/44i+YmB/UdHQwrLOKQP5Er/vA+a55pYdNnHVg0EhePHchba/ZT09zFB55xJ6m2itPR5C/eYdNbzzJ+1CAcngB3frCZBVf2HKDEd89HTG31897HizGrNWjlCDdeNovFb956kkqtOJV9VpfHtRfO5LEbx4Oo5rrnN7Jhy3bOT9iBfsoTREIhXrv9Jhq7OnlnXTGTJgyEBT3vUZbZOZKrZ+Yxb848vF4XK5ev4Nbir7irVYVclMPgzOGY4+MQ5SB1TeU8s3cj3pzrePS/ryUt3kpsjBVjWi6zzrsWy+F3+1y3VS3D+OTxB3C2tRGWZC66+wluH94K2qOnOX/gJaxdspgZBZlkaiK8saOekBRBGiHz4dYKrvr1iyw4Zzx6wtzx3mpefeoaAIq645k1KA+TzsD82Wdx8aPPMv3Kh/q6paZCoVD0ibL4RvGTtXnTHsoPdVBe2UpMrJVB6SbauqNTYa65+CJEYyz98s8gZ+AIxo8exogZg3rNc8/urQwvmEyO1ciBDd+QnBKHLMu0dThJiTUxsaA/EZUKk1okK8F6oquoOM2F5TDjigYw8sJrGDi4gNxkG+2Nh3tMExcfT2tNDd9ePpq9j13MslvO5I2PVp6cAitOedtWLeXBK4ahNucRnzueZy4Zg98XDVBTUVPNo5edxZdrvmHDtpV0ttXT2dXda54iYWJssej0OhKSUpl+5nQkKYyMQGenh7T+A0lNSSQpPQf1keBLEVnGajWjFkyYE/PwdzoIhaRjqlvd8lX4VDY6nF66IirWvfECAberxzTrly1FllVcdc65XHPFjdw8LgvxyFpmY1I+T/7mSqZOLkIvSBhVMDB/IAAWg4Wyxg7G5A/kob9/Qk6M7ZjKrlAoFH2hdNQUP1mS189VV0xizpwpSF0uUpOt2D1BABIkN4a4JOy7tuGoPURiziDMtsJe8xw7Zh5BREaOncvMOXcS8PmRZZlul5+GpiYaOrvQSDKSqCIkB090FRWnuX5ZA/EKOvavXkREZeSOeVNYv6eqxzRNjY2MHTaAruo21LKTjCwr2xeMPkklVpzqjHFJ6FUBdJpWgs5KMvMsuN0OAK4ZO4yxhbn0T0gn1RzPLfNmE/4RayKnFQ7kggvn4PJ62LxzL/aWaNRSAcCvwmVvprGyBLVWoLgqGkrfqFUT6myjs7aDoMNOjDWDJSUVx1Q3y/Rz6e52MjAjiVB3F12CClnbw3AaYDAYGJ6VQkJMPFU1u6kzpKPT6gAwJQ4jKzOJpp17KStvYPSoIcSkDgOgubWDe6/6BWMGZlOUnsRZ40YrgUsUCsVJp3TUFD9ZVpsRIeJDRKS5rg2bzULAH32b23zwII62KiSjgMZqo9bhJTklu9c8m9pakDytuNobiThbWfLOQwCcNbI/8Xo9Y9JicHYGKUyNRa/vuYGgUPRGZ7KiD4QxaLV0tjax63Abuck9h/yfNHkyny36hqGD4+g6rEdITeOT7U0nqcSKU93g4aPQxA1BpTYSCYGosSAH/QD8bf0udmwvZlphHsmJCdz3wuuUHqzsNc/dVU1oIhIBl5sZ0ycTn5iMqNKg0+lITzARp/EgSmqCTTUU10Q7hZ/vqSBr1Lk0lJeitqYS6HZRV9XzS4jeyAh4W6pZuq+SssZW3ClpSL2ss/d6vcwdP5xkD/aaHgAAIABJREFUDVj18Vw2LodQJBp1VWOIR2/LILZ/Lrvr2nE6vZjiCgC45sIL0YjwxtffoyaMLTWDU3tJv0KhOB0pHTXFT1ZFVRvdTY0c2ORkR6OIp8uJwx+NpTfo0ns5dLASy9DpSF4719/5Mjff/VyveX726Uu0OhyYTRbeev9PPPrXL9DpjWyvbGDmqH54PAHUnV66gkFa7L1H/FMoehKRZV7b0YxKDmMz69hecpCd5Q09ppkwfjz3vfUZr2+up9Er8N8PLmRFdetJKrHiVBcJhRj329dxtjfiWeVk/r0fEgpGOya52RnsqnHywaIVbN9TSu6AAcTGmXvN0x+I0O1zE2jpwN3RxuN/i0ZymjquiD3mqdz60jIsFgurNu3GpI2uo3/55Rd55KF7Sc3LZt0rr/LAnx5i3cHe91jriVYWcYtaBEnAZoshLyYBo07fcxqdivvf+wYnJgxJKby9y47NGt1UPhiWcWNg7foytAmxvPbp14SI7tlWN/IqDru60bmCoDfynWokkhTu6VQKhUJx3CkdNcVP1sBxI5i3sBNzf4lhw5KZ/74dVWx0NOKq39/OBn8GJYcctKlMaFNzaRcSes1zyIg0rGkq6rqL6Tc4la9fvBRXtx2tRSRoUxFKAQap2djWRGKW7gTXUHG6czU0cuUF59BaV4e308GBKjthr7/HNAcbDxM3bADfqayYB6j5LKzmmfljTlKJFae6anstuowE9tk7aR7nxzYkkxfeeBiA3/7uOrRZCWwPurCbRcacdRYDzruu1zwTZD9NOzdj0oRYu/ANwg43KmQqHTpMFavJMQqEmtspysjgnVsmADD7hmu47q2vMF1zO4P+8jd+89VqvMZjC6e/397MxN/8kc4YFU6djLZgGFIP0VMBflkwga3334jQupd7n3yGjpKdZKij09ZLWqqoJUQk30qdQcdTrz3DgaboCGPoq8fINoY55GkjPy2OyLKXSHO1HFP5FQqF4t+lhOdX/Mf1Jcz+idBT6P6e9FR+OfEojYizeri1ewqHrYSGPqEe7qHR98c+Pit7yvN462sZFceux20TCnuOqnjSHO350ccQ/Mf7eXQitp6Y1kOeR9PT1ejxb6k8nxUKhRKeX3E6uvbPKkZla8jKSsUfCHDH+834Xmjjmo123vviDJ65eT5aOYIkRHj2w7Xse6yJpw/8hpyCPDQ6E/WV1XQ5XHy5dBPF9+0g9rfpnDkiG71ag85kptXeiSgG+ObGnXxpW8GK917ivnvuYd2q7/ly/TbOueJG4Bd9KvsFr01g4qBcblhwPUgSRfNuIQI0PlZF3CUZ3Hn/WPY1FRCp28isizJ57rEtlJf2nOd98aMZn59NnF7Aa4wjMSuXoQuf/GGTZMWJs3TSGezfXozNrKe12098YgK/k/oera58WCJFRblMnFyA2mBkzZoK/rx4Gze0udhz9jj6Zw8kJiaG/Wu+JWfyhQRM2dgevYM1gydw96x+zLzvdgqn/4rSObE8+241qaNS8Fst/PLuX6ECOg6V8OSflxC/Zv/xuwiKf1t5wiUIssDCh65B0CewZH8jb7+7kGHOLxjrSqXOIzAkOxG7w4VOJREKeNllbWNKzFiSfE5uvHQuI8acwcffLqPTlMjDix5jUGscj9xxFaPOmIggqqmur2Hw43eyevRcdlnTiemqYUhmBn/9/HNa3CFKE7ro15qEKhzhyxf/RGx6FpffdDNFI4fycsXR9zUDkBYtZcaMy7koJ4bRQ/PZ1+jg6fWl1KS7iawP8de/PE28RmTkxEnEp6RiumoMvU+a/Pc9WBzgmgn/xeJFT/HYHS+xt6aJjcHe19EdzfeBKTSt+Y6WQzuQ/R20+9TMvu9VpgvL2WOYgyjA4DgDNa4AZrXAzaPi+WblG8x97H0q9+0lWWckf/gIVm/fCZYAAN73d+OsrqGxtIqYtES2HdzHZTs+UhpUCoXiuFOmPipOCRPGxlPTHcEUY+CpZU6GpNnw+gIgBzCIEqbEdEZOOZu49OF0BaKhpjvb3FSs3kqy0UNhvoGirDBXXjgRACksk6AXSbL6MUnN2MxqNLro2oPi5R/w6COPYDCZaThUg6O5CUHsexcoQSeToA5TX7yJ7o5mJo/I/+GYRlJRubuL/qGt0OEhPTMJdaD36T9urweyChh/1+Ok9M9mz6rluLp7DkOtOD4yDGomDs7hhllTibUZ6XR0Ew72PcKn3mQhq18c1oxBJGcNBa8PvRCdNnvzBdPp2LkBW1sp7SGBYUkagv7o1McGe5hsqwVkBymSEQC3201uYQHlDQ4kjY41366kvb6TLOuJaDIr/h0iIipRQBRNrNtdiar5AJIcfa4cqm/lpjMLoN1OYXyQxpomdIbo31St1iKo9FRVNVBTUcX0qZPRHIlkKAgQk5RCKBimtLSEkD8aUTEYCiNrTbiD0GbvJjE5C48vun4qIkmkJcSydutmAqEwr734Eonxyb1XIBBgUn4aRTmJbD3YgFatRR2OPqvWLv0KV/NhVCqo3F2M1WZFo9Ec5ysYddvL77Fz79/pn5PMHTddSPgYIy06Kw9wcNdaPM42JEmH7G1A5siLFxHMag25CVZGpdhINGjwh6Ln27FlN5v2tCHIar5dtoEOp5PkjOiz3W538OXXSzFodewpr6H0YNXxfYWuUCgURygdNcUpIcYaQ7+sLPKzEnjmhgzOGhPdsybih99fei4WlUhr9QF8vk5umXAlAGVVjcy581dkpmaRmJZP9qgprF26HoCiEWlotWEiEQM+yYpFJyCK0YaFMTaRHauXY29r48L5F3HpjEkc3Lm2z2Ufn2Zl8LBccsadSWf5IV559G4+/OONR44KrF1dzdAMC6OHW7HGGJk4Kq3XPAVBy9k33ATmBAbPv5kBA7MRlKbASXH1nGlcNWM2F8yeywNX3MKbL96OdAwjat1dLlKzU4i4nfg9PmKyB9J1JOpcyd69PP+3t+iflcEbjz3K4LwCktNzATCKsLaknscufpqlS+8EQJYkVizegS8ljrCzg7xYDRn5Wcz+EXsEKk6wI9NON1c7GWiE3JRkXrz5fAAEUWbksJHceukc5pw9l/kzh9DUGI2OqNcb6J+ezOJV6wmE1aSnpCGqo2Mz/ohE9Z7d+Fxu+g8citVkQK9RgSShksMUpNhoa28nyajF7Yt2qiLhMHXNzRQMzEWUg+hlD5dddVXv5TdbmDx0AAPyhxKjkbGoJbRH9hvbsKeEuMR0Ro6egFYW0UoiavHEPI/q91by9G3PQN5Qhl91PlsX33VMTz5rzkAG5iSSnJRGXCzYjDH8z2xkQYI4g8C+RgfDs2Jp84RYX9MFQIvdS26cCWtCHJde/xsWr6unpTv6HBBlMKm1aHRa0ixmRucX4HZ2HWPNFQqF4v9SOmqKU8J3a2uYkKXD6QvR7HATqwdJAlkSMGu1bN9ZTEltB1aLGZMUHY2Ydv5ErBYrTS3NdJRW4XLYmTR2MACzJ80gENHQ2OHBFZIIyRrGjB0OwLoN20i0xNF5uIq/PPka5th4vJ19H61asr+Z2rJKwj43VsFIMODj8offjB4UIoRDINvDJJnMSB4fX62s7TXPdHUYlc9J4HA5OGpIzuiHcIIaRop/drCylndWLGb/rnJEfzNGWwzQ946aWgKdPglnd4iW2oPc8vznBI+MEhg1GvZtXUre0BnU1ZSwy5vMlu8XATA0RybOAN8f8nDfla8DYLFa+Xx/Na9/tRXkCOZ+GWhibTjtPQcgUZwcUkRC52xgw9YKQqKaD9fuBeCyM8dS19CEX9Syp7yCt5Ye+GHzZ1GtpqamgS6Xn3HDh7J5fwXykZ9mvShiiYmhvK6e1qoDHD5UQyAsEQmHcTi6OFh9CH9IRqMRGTawHwAajZblixbhdbYTDoXoaKgCbe8jrqKoZtavb+bhF76in0GFOSRxUV4qACNHj8DoibDzvc/JMiYgd3sRT9ByrBs/fZIZ546g4YMP+e6ep9i2ZN0x5acx2aipqMPe0sLnb6wl3pqKIEefpYIAdn+EQclW/F6J7hDssEe3eKmobiMzVkCr1bHm79HvX3dXtHOtikgYVWpe/fxz1u/YhsagIeAPHFM5FQqF4l9ROmqKU8LOwypqO7pZs7mClioHHy1pw2oxIEkSodpCsrKzyEhPobSiDG3FFAA+fH8ZcqibzBFFRHJz6BTN7GyLTlHbfOAg3rCWLRW1rNtbRdagUQwdOguASLeD0trDqHVq/vuZR1ixbgOmWFufy55uVrOpohmvx0XJyx/Q1liNIERbMXIkTCgsU9ncjRwX4b7b1xKO9D718a61+3A72rnlzPl0NTZS1+zGmpDU5zIqfrzD9U389te3MHz6ZIIGI3qdGVHs+6Nyi1tElZyPHA6w9PtSEGWGZURHzSwJKdRUV+IMtpPYrz+/uvJCGpqrAZj+2rtsabCz+O5p/GbOkU14m5sBAQQVo8+9G60nhlB3B6YEZerjf5qAAILIhgO1JGTaWLm9lGRbdHrj4PQM/EEvO3ZtA2cIrdbI5CnpABRv24EfyLTG0tjZwfqKw4Qj0eeHLwJ/W7wBq15EZzGyq7KR6Dp1GbVahZQ+ApVawOH2Yc6JRls0awUEg4aDNQ0c/HI9O8tr0el6n9ot6zKg1MuCC4agUemobGmnvLYTgPZ3v2KXRod+xEAOHj7Ayp3rcHd2HvdrCPDmTY9x6adr2bFqD8XFbciCC+EY4or526tITI/F65cpmlWEV5NA0+Y1AAiiSCAis72xiw/31KGSJYbrLAA0OQKE1Rqam+roX5hPWryV9iNbspQf2Mc32zehiTHyyfoNrNu3H+0JmgqqUCh+3pSoj4r/OOED0LsaCUsyVoMKBJlIWMJlSMOqlhGDXoIBP+FIBJ1GjcFgo0VSk6INIIoqZEmiq8tFKBQmxmbBLhkxujtBCBMKhxBFEbVaTUxsAk1+SFEHEAG7oxONSkQQBSKShPemH7GO419IeLsDlVaDs9tLYmI8LW0dgEwkJpUGUf1PUxZVIkQkSLssdPQMCwVIzkAOBZC8AUSjDkGjA3sz7FT28TmRHhYEZJOeQCCEKAhYrFZkAUIOJw/+iA72v3KPRk1ycgp+twOt0UZbWysCYIxIyEZd9B4UBFRqDe1OF2q1BkMwQCTOSKzeSFeXi4AfgiawecJ4IhJhATQqkcRYC7Is4fVG7xUl6uN/zvS2T7CZTbQ6nGjUKtQqkbiEJOxCgK/GX4JKVKFSqdBotQjI+Px+zB4nDSEBjVqFRa1FazXg9gURRRGrt4sWSSQckYm1mgiFw1hiYhE6WvAIGkIqDRqdASngRpak6Hq2cBA7amyxsXR0ONBp1fgDIeLj49A47T1GfZQFLUJCPMG2NsKShMoagxwMoQ956FIZ0FmsOOxtWIwGNDodWncX4q5jC7f/f64hy4h4oveyOdaM1h3A7w9gTUnmc6b3Kc+53q+RpQiSLCIKArIgotLqcGgihBrtQLSTLQMqUUAtgZweR7DBjlotYtBqCEci+IMRDCYDK6fPJ2SORZIkul1u9Ho9/mCQeCGMuLvvI+8KheK0oUR9VPz0CB/An9epcemnUFV+iIhGTWF8LRFJhHOC3L/5cpIiPhLSEvA2dZBYMIArc/5K2y9jAMuRf/+/f9zHLP6fjohiIiARPOxA5e6ESICkcYPgdTuWh8ciIJBpDmDWqIiJs7C/xodg2s0v3x2B3enDYLYxOC+dwkH9uNX2IJ3X/nP+/yj4+yFIkQARj4s2UcRoMBMOh/C97qI2/BcElZuDJXt558MVXDDvMhqDBl56WiC0PQSyD7VjIpJmKrLlCaSWdrRHGlMCKFEe/wPG3DaL0YVjUWmN+DtaeOLtT7FscTI5xshNzz9PvFFNxYZV5AzIJGnUTIqnn83LhRNwtjVw1zUXs3TFSvZ1qVG1HuDX3QGeOkrn6WFBoP83dzOgaTLpWf1Qx9owH67FPH00oqlvI3i3XT+NLVsOU364GYvVhsvjIs08g8tbv2Xz6w/SVNFFzevvIksRdDYzqS+u5MD8IUfNbzrLeG5zP/K1O2nZvZHkCedyw6134f/6aRbb5vWpjKerNUm/jP7H+C8Obun+Px/9zxhoxv/3+Q9j+4UCkzw5CIJAoCGAyWTCprKxmA7enHoBW3IHU7BlD6X791HT0kZeqo1FQjOp+2Hs2Dx0CToOHDiAzWajdU8rndk9FH63/EPLQnvk3w8KBX7T7xLKd2+n3W3AqIVJehMvxvnp606Sk/77U4ZVvIJeZWBoPyurN2wktvBa1mx7ksC2EIuWvMnOnd9zz4OPgwiqig7I69u5HOc9iygKdHR0ce2sgRyuPszGOtgV2XnUjusEljD9gRWYRCdGbSy7KirIHpBIMNbG9N1LWcM57Hj/ESwZuWj1Bg7XNPDa5SP4tI/XQ6FQKI5G6agpTppaVxa3nn8WMb/Mpq2xkruee4KpA45sPLpnP7++4iwyBg7AmlRA26EdRJwuIKZP5xJlAXdDGyqTlUang7T0TNpr6hBWgi0hia4OO+8++zjdzZU4Olt45qMVVACHah2YLAZ8gQiHG7vweg5invuvWl7/SxA1BF125hUOQ4OKPa2NNLi1+IBD9cUk6bQYfAL/ffUVPP/tUoZPuCCaLtSKyltExGHjmxfW8+TmYWxasaZP9VUcP0FJx+Kl25hz9mTKa+ooSE+lVq4lNjYODX5igl1MnJBP2fbt5I6ObjQd9nSRO3AIv5pzCXOKxjJ1wW0EVAag53Ur7csdTJhhRfbUIOgHYbIm46lqwzIipW9lD7hQyQGWf/I28en9WfrVh9z71HsASN5uat94lwP3TEFr0bC7tJ3LbpoK8+095tlv8ABaP3scW0oq1aveYd6wdP7qV9bEnQyFhYVcffXVZGZm0tjYyDvvvINQvZuMhFjOGjiUS4aNJ9zVibe1iR37tsDGRciyzK5du8jNzUUURTQaDcIx7uU3fHQWkeqdPDt3JpvLGnlizVZejOv76G3/pq946MazkNUpCL5ufjkumTN+/3eIg1effYDu2kOcU9CPxpqDFKS+gSt8T5/PFQkH6HL7WfiHc0jpPwlH3W46vyyDgzt7TJdlVjFp5gLiUlKZZm/hjW+XoLMkAtBUvouUzKEYEtMJuByYBWUkTaFQnBjKGjXFSfP16kbe/2Yjb7z1Og+8+B517SAfCapw+bShrF+xFW9DM/aGGhravGgshj6fy6jX891779B2uIp4rQ53RzdYox2u6ZMnc9nF17B83V7+/P73rFy/lwNlzQAE5DAZ/UczrnAkAbWRQ4fboJcpb5GQl4vHjmZ9QzspcbFMHToC4UiEyXBXmIp6P06vhi0VreT0yyfcegAAdXcGrbs6+PxBH39Y0Uq328cFZ07rc50Vx4eoUbFiXwUB2Y/DHaJozCBkIBQJU7z4MzZ9txqLxkx3hx+9LnpP+V2deO11bF2/iQ57B0NTUzAae1839ps/vUBKbCuJNj+lG9+jqvJDOhwtfS67IDrYUdHK0m+WsuP7pTjraxg9LBpkomX7fp6cnM0+u5pHF9cTikgkW3v/jtkbS3nvnU10HD7Mt9+WorfqsGqUn46Tobu7m9deew2Px0NVVRU7d+4kEomQJuswNDl4+r676Di4ia07N1JRvBsAQRAYPXo0kiSRmpqKKIoUFhYeUzmq673MGjYQUW+kcFAuRUYjxzLLtqvbS8gf4Oknn+aBp19BrTUxe3g0Gu5Nv72f8no3ny3fwcO/uYvz5haz+Nk/9PlcHQ43qWkprNx2kG8WvUlZ5SHOztf2mq65vZEVS7+hpqaW9z79mJkzJ/6wJcH+rWtoaWihaftGOuuqKS0u7nP5FAqFoifKiJripLnj7GEUjR2GWhb5xey57NuxmbqmaIQ7jSRx/e0307ZzCVljZtOok/Hb+753VXJAYu4tvwOrCkEAPfIPDYsvvvqSq88bS7wY4O6b59Ha0oQjqOJtQBS0DEyOxWIxM8ViZOOWWiKRnlskGo2anDgbDxSMwN5Qh0GMoFJFf9AtKXEUGeOw6m0s276HuKCR1lA0jPPu7zUEtg0lZFHxxdWp3PHpNroDSuSw/zQxIvPO47/H4+lk4vAhNNmbEQWZKWPHsnjzBj7820vE2pL4xRVJhLXRNYMGvZl1L75ATMYg1qxczWsPvEDh1bN7PZdKrcY4ejqyFGZaSj+6StYjJif0vfBBFQXJes4ck09Ia6Bf0nkUFLVTtmsfBouWLYedOMuq0UpqiqZPpHjBXb1nGTax4M7L0YZVXPerDEpKqhCVwAknRX5+PpdffjmVlZWMGTOGtLQ0ZHc9oYZm6uo6efCFV2jet4miuByy9DpYXwPA1q1bmTt3Lunp6WzZsoWSkhJI73s5YlQW8lP6k2pNAL3EH86bCKVf9zm/CpeWOGsMj/7hVrxdXrQmqGiPjkrdf+2lPHPLWXzx90857/oJfLtmN4Pj+95UiUtMo6amiYt/t4BQEGITU9ix4dte0+X0y+Xsi66jdc8Wbr/hRv668Gkm3/BfbCdErE9gyOyz8bQ0YU7PoKnDFd2eQQnMq1AojjOlo6Y4ad4taWDU2CB/f/9bfKLEhsO1/Hpm9Mf51e+LeWXSaKxZI5C6ajn74IdE4q/t87lCKhkEJ7V7O8keOgBB/b9xw16fK7NfE8e+LXup9GxC7GwmDjcAarVIV8hDV3k7WXmJePxBXB4v/3qNXNS0oRkcrm9ArzWh0emxxJgR1YcAKC+vxJacQyRW4NCBJlIGpmLviG5ae8vjScy0NFLn1CKPsIJKQuqlU6g48eJs01m2agVFBYP5ctkKRozoj8WoJcccwS9KVK1eTGxyPrmzp9Py9XIAVKJMVVUZhfExDDPJ1FStRWOIB3dDj+cSBIFwZzfO8r2Uff0tOSl6fLZaYv7PyqUfx6BTEfRLeD1dmBKy6ep08dATL3ApYBs/leSGWgKqFO5+/h4+fOQBxuizmTq85zzz8vqxf30VrU0BwqFuVu86ROReJcrkyeB0OnG73YiiSG1tLV6vF1mWWV17mJWWNOZuWI279v+xd97xUVbZ/38/01vKJJM6qaQQIPTekaKAICqCIFYsiOi6Krrqrq4urm0ta8PeFVABQVFRRHongRBI770nk5lMn3l+fwwv97W/70I0Abb4vP9kuPeee2fyPPfcc+7n1BMU4qah85/reNlsNo4ePYpSqcTjOYt40S9AJSpoaCtBsXUXnVMysLVV9Kq/klPNHDxwhKpT9dj9PoalGbjp0Wfgj7N58O+vcHjtszy3J5/INDMhEXoUhjM/f7vDGJeO269h685sos3xJHY0kF/n4JJu2h3Y/h2RMRkofUoOvLYLfZqc8m0tMDqEEcvu4d0bF7L9aAErVlxLV3sz9DK9VEJCQuJfIeWvSFwwGhvbeeSNt6l0N9Dk6yBILcNyOmj2/eWRNDZ30u7xEPbX+xD7hENQ9+kpZ8IUqsBRdYrEyATEzn9WSly+UeDdr3Yw84bLsLVbyLPK2Hcs4FiptUrsfhn6Pkk0W21YHSI6zdmvzM/IHMvgAYM50V6LqFPTrHHwwtPPAxBk0PHejsM4fF6uv3I8a3bsJSEuoC4ZFhzMpzVebr08g/q6PNQeH3qDFKn4d/ONzIFgUFOUV0n/AcmseHIDPlGFzO8iLUJLdmkttiOH2fLak1TYA4/QhNh4Fj/5Ei6fgBgeypynXiNE3/3mUvRYyT18HENCItERKg6VlnOsJKfHti+6KhOzUUZZRyU/fboSldrL/TfNB+CNazPJG3oxXm8r9qLjNFrdfPTa6932mRQbzjsHRXyin5yqFjKjQnE6pMjvhWDt2rU4HA42btzI/v37USqV+P1+XEoNnRodqpQ0ZDY7DrkSW3ngGabX61m5ciVGo5HOzk5EUWTFihW9suPZ95+jw97E9nAbHrmH5TsrQOz5vaw1H/2Fb5jB77fkknzjSu7f40ep0gDg8nmYODSdvy6dwfEWN+8fauTxzw/0eKxpSx/i7hc/ot4TjFHlJ6uwiiBd9++Wjwvb+WTLBjrxkXpxMu99YmLd0beBwAFLdEYfHnr4Lhqba7nij8/32D4JCQmJsyHJ80tcEIRPe9ZOXHJhx+uJHT0ZS3zuLKevZ5LQljjvPH6WU/Ez635C61k+O5Nk/tnG6qnM/tn67MlYF7H1jJ/tYOavHkviVzD0PERoevJsOZsdPX1W9WRu52Oss6g+ngn1WbR4pb8JCQkJJHl+if9khl8+B71c5E/LbmDbj9vIr23C5VPD3M/xXO3FbI6jvc2CIIp0OQPphsrPFDy+QYdBG8pdj3zCHbdMp8sl8OXSSv6vePU/mDkqlWsGJ2J1udlX3opDAPCzaVkBhtt1jI8VsIrB6MJjiEmM54ede2l8vpU5rw7gtSfvIygyhvaGcn738AvUL11FtmExw15OwqwMR6Uw4EXApTORdcM6Yq57kI4t63G73ShEgZjkCN56eR6XNDx+VieuT3J//vjHP/PY/csYFRdF0shxxGQMRVgpkrRcTphaxt5tc7B9fJCgVRsYPvI6Tp3Tb0Ti19BTB+lrXwnPjFuET1Sh0wXhx83Q1AcIeXc2hrAQ7hgRjNMno7ndS4W9i7CIMEYBG/r1YVRsGBcP6Ydb9LHuUAFVje3sZCuy6EXccNeNlDe00dphw6gWOPDUleTd/TETOjQY1ApUGg1yQcbabXsZ2LyaHT2w/3FB4IfJk2hpasfu6OLA4eO0NLnwtzRw9ZRZ7Lx8Ik1lFWT2jScpcxBootE++QJbly1ic4ud8rxscssaSElK5KX3P2fokjTeGDcNwQ+PfrgLm9uHCKy6bhz3Hd8nHUT8Cm6Jn0qIMZqmunKCwoM5WZPHJncjO0YsoCShPw2NjQwaOIROi4WWlkZWffv0WdfXZAoPXKU67dCLooggCLTEtzKwKJaB/cJJ6IQZY/rw8veHKbTaKOgLXz7yGU899ACwqqmEAAAgAElEQVRtFjsNHR2oVErqhuvR9HBeMxVxZMZHY46IpMNtJ33x07hEWPrgGB4cfj0hIeGkJyQRmRRNmj6cS297iJ7KdQQXy4kMNWI0GAg1BHHz/X9nwcLxTBd2EDxnDvPCu+hyKXhhXxEewOYPZkjt3zignvezaqbHE6jHqTSHM7ToLV779PcEx9xFS1UFx09m43WX8+0zf+Xtdy5HLWgpKtFQXFiF123jyptvZcnfbpV+9xISEj1CctQkzimJ4UbWvbIKn8xIiB7GLfoDYlsXBBTpeXXxeEZnRBGqUxEUHIL19L2KEVOXE9bZRvnOrcweN5/tRzYg6yYxV69TEa2XYbXZiVFDsVOFQh64i3HDpVMZrJVz2WWXonA7+HDrbopSM2gErps+Crmgwu9R4vEoGZocQa0nMFhTjZ8HV8wj0RRCcnoaQxYtw38dxIQbaLR18uHyqVw8oy9V9W0svmcr/OHxs9oYERnFG3++h3dX3YteF4zTZePtde/Bbb+jyipyasdVeBtyETK0eFreQq2QspH/GxFFEU9nK7dNH43X68XikVHjC+T1/uHaQWiqq7n2jnuoaWxky3df8/aPFYwCgmUCD193BdFx/TlwIp97zJHct/pLACaOmsLEjDDSFFbkfWJodCk4IhOIj44k2O3H63WhVaux2Vz4/L2TB5/cJ4Fpl8/E6/Wz492XqfLK8bW3Ewlo25t4574ldHS20+IX2HFiH4mCgMfno09MMHP7T+LkkWMcafDhdtkB8Pn8hIYE8+3zt2Lfu5X9uRaCDfpe2fhbpKPTweS+QSQnD6ego4VdhU5coofBgwbSKhhJTetLWUkpySl9KC4q6LY/jUaLy+Vg4cKriY2N5vXX38RuD3xn79y3gBe/3s69H/4JhVLFJ79bwDN3PAmePHZ88x27X3kMl81NeUkB0/76NkIvDo0z0xNZOu1izOn9kWlUPP3SvTzdeA1LgR++20FclJHZd68kY9h4li27gQ82fdjjsUQRnG4Pj16xENFmJWfzy7RcnA5GEFvambpoBJ5OL1dfOxpvu5X2GfezgpMoFArmz5/Pc889R01NDRMnTvx5xua+j+HzBONx1qITwrHrPPi8IpXFbQwOj+TSkeP4qaGCkRddw49bPqOHiSESEhIS0h01iXOLTqdhzZpPSR4xltv/+AKiX0SZFvvz50qVjE5rFxt2FfHNkzf//O9HTlWyO68Sj9vNxqNF+EXobu8pIiAIcvKqHFRaFYTKRRACp5aGUCOqyAQa29x0hKRjl6loqy8DwNrh5rm/v4e7uQm3xc7118ziGVvgvHZ2ShJ5uZW43HJOnizEoDEgiiLlJa2oBBkbnUE4XCIup5LKospu1yMINxePG0dxURlr3t+AgIqGwjogEBvf+sgPHH2yhX53VvHl3LX86aYxv2a5Jf5D8PllPHjtPDaXtqLQB2PzC1z8VqBCr8zu4vLLppOdXcjBXfsJ14Wh5vSPW6Gm2S7g8rnInD6PSaMmMaVfQE5/fEIIr7+1Ho1Wjk6rQu9pBgQSzTGUVZZSWFaKy+HkVFEe/l46aqP79yWv1cLe/CLySoowGEJ/Vkm9ZtYEfjzehCkmhuJTZVTmFYDoxxyiJjU2mn3HinH7oampEZkYuA+qkAt0tLby2ksb+cM+OzlOGR53z1Vcf6uMTTTTXFfPT1lFHMkpQK2XI5ODy+XGZrXy3oeb0Wq1rNu8HU03d2khcH9NoVBx+PBhtmz5lpEjRyKXB1L5EqePQqcMwbKrmLISG9baakYPCTy7R06YwNZt+9l98AiLXviM+KjoXiX3GAU1ewvqeO/9Tzhe0UlVoxP56Q79iBhEGes/eJ1Fcy+lqqqZsg97Ls/v84s4HA72H8nhVF0zRaeKObT/MADP3TgEhdzAls+O8KcHN3BoVwFDkzKAwOHL0aNHOXXqFKtWrfp5nSCg9Fv0wyZ0cjXf7M9Dr9Hh9QosvP4xopJTWfn6RoZOnctba9fRZunq+UJJSEj85pEcNYlzikapYMbkSax+8GZOnqzj4RsuRS0EXnAicMn4vmSdqmX+7KGYY/9R1HdkiJIrRg/jw4+2snL6OJzOiG7H2na0FqvNzrTB0QyKlKNRqRHFwMve5vTRJyyCIDeEyf0MMUcQaU4FwBAcxO+uX0RVTgFGnxeZEMHS6oAk+oFOLwsuGke/fqlMmDWHiPAoPG4nQ4cmcMdlmXTtz0bZ6WLo6DTiUrpX5qupqUGjUxKiUXP1wksIksn40/3LAAhVCVy6+k7Sp+rZf1UYo0doiHE2/ar1lvjPwOv3IuLntvGDyOzfn1HpiVTutwIQHaXBbtMSF65h3LiJtFk6sROoX+Z1+MDnoLLwFBG+JuRyJU5NIKEsOEbPnYunYG/tou+4SYSZk0AQEWQyhmRkkJGUjFqmYuLoUWe5NfPLsLbZ0DZZyYyOZVxaJga1lghTwGH0WmxcMy6F9upmMtPi0AWFIAgyNCoZ4Xo54zLM4FeQbg5Ddnqz7fP4QK5i2cxk/jIsiLy6drT6sxeOl/i/NDVWE6rwU9vcSExSCh1VbhQyBS6Pi5qaGpbftpD4xAQWzr3oFwm8KBQKNBoNZnMMd911F2bzPzT729f8yLVJmUTPHke/QWYMBhMjhg8GwByfyJRxo5k5dwZPzZ9ClNHYq3mF6tTMGJzEjBGDGRKpYa1wEygDCT5XDenL/ImjGDlsFKtuW8rX7y7i5bV7ejzW9QuWMjMtnSHJiew/uIdxKX2I658CgK2jjWCjkqX3z+Hh20YRFhfK5vvnAQFHbcuWLRQWFrJ69ep/OgwRXG7Sp8xk73f7GJsWidIbqCt3+c03Isj0PHTJSNpKSrn/9t+Bt3eKmxISEr9tJEdN4pwiU8j5YddeXv38G3wuO3m1TdisDiBwAPvRJzvxOkL426ZT9LnigZ/brd7yGSfLCpgwdCiljdXUdTR3O5ZOr+f7OiunSpvYmd/Ggfx6th4OyKEX1bfQIXgpqqyn7GAO7X4ZdWX5AOSVt+PwGgiKScJiE/CJfurffBiAmbPm8uaO/bS8+AFPvr6G8voG/H4/zW1t5LY4EcMNKNOS8fodHNr1dLc2WgQVIFJRVMqeXXs5fiSL1qpAQWOVTOSh2S9SVK1h9MZWZnxmZ/Zr3acvSfznMfbWv2H0aLF1OTjy/T4mlzm46cP3ALDV1PP++i20luupaqhjf3Ej698IqC2GGbRsyt6HU/RTeawWW3sHnvx2AH440MCJk0WYTVE4agupqTiKTJAjitDeZcHn8VNXU0t9YyOdts5e2W+1dWHHQ15RJRW1DcxefDVzFswBoMHuobC+HrGimU63CqfFitNhR0CgvbOVti43tQ0WCmrbEf2BTanb7QKvC7/JRHONlS5RoKVBOoT4tVS0dYJKT0pQNLsrcsgY2h+/6Mfl8uBwODly6DBPPP4Xtn2/lZqa6m77czgciKJIfn4hn3zyCTU1NSgUAQfJpVGTZWlg9zXPYy/Op+a77Qy7+x0AREHgQHkZ+zcd5Ou6Th558cVepT5WNnRQVFBIUEw8TsGFTJQhnu4vPSONts4Oso/k8Pq7n3L/bY8x7cFVPR7L0dmOLjqdrw7vwxOkJr+lBpkscLRRV2/ju437KcmroLELQqLi+ejrowD4/X6OHj1KUFAQO3bsCKzD6T5PfvUUOYe2s+nIITrsIh5BgSCAq9XFiuc+RhkZxxebfqS5KhvSJ/XYdgkJCQnJUZM4p/hEkayyOp5fuYJ7ll1BUUU9mtN3U3585X0unzcKnayZoSEC1a/dxukAGCet8XgTR5PVUseWSgffF4r4hbNfobR32Vm/v47ImBjGJAZT0mT7x4m+z8cHR+sIig9BnxbBB3kO9LGBiNqr9Kelq4sj69bRYLdRU3wCgzYgpZ6cMYTMOYuwTeiLR+Hnzvv+gNfrZfak/giCiwcvnUhnmxtHl4M9q7uXe0xP7cOwgQPoN2gYSQmpZE6aSurYsQDYPFCmUvHktnKigvTctbAv5hSpPtV/I0qXB2twFEWFhWw9eZyTKak41IFUtIX3b2XmlCE8/tFqTNHJvP32bgRb4G+iX5fAOEx89fluNKoOHnxyNU5XIEXwpt/PxKNVc+nG3ewXwhk95058fj9eUYFapaa0qJyG6ibkgkja4N5tBnfkZbEnN4cuuY/C9g40cg9aVcDpMgRpeOqd9Tx9KJeX1nzFgMHpyOQyPt+0EzUqvs8u5WBDMy69mTvu+D0AocZQUMhQVeXzaZOfpGgdam33qXkS/8yw1GQ+2rmD94rzqavoory6CNEvohBg3hXz2LhhI7X1jTQ2NbFg0eJu+/vyyy957rmnWf3Cq1RVVZKdnf1zSt/NH/7I+tyTpC0cQOlHu2nLrsRzOooUExPDkORI3tz/Ey2dNny9VIsurW2i2dZFc0keMrsLPyLC6d1IW3g0brkKjU7OfY89iGvOw1xy0ZQej+WUOSnoOkWoQUeCMZh8uYjoDNg/9c+r0OtlPLT5BG+s38ux4mbumBkoLKhQKFi6dCm33347y5YtQxCEn0VY5F23ERyVyuOP3UmcOYyqXBcytGgVap5+ext+vZwrFlzMcauOsuK8Xq2VhITEbxtJnl/iV3Mhpe//G+zoCWez/bslF/Woz5lDd575Q0lx7N/Gp2eQzF9ylmfvBL4942d7md0jO/5yBjvO9svoqQrmfzpnKzvgP8uKyM4SRbqg0uznWjL/f7kUwFk40+/grN/lBbZRQkLivw5Jnl/i30vGw3FckdmXUcMy6T9mKqmz5jB87CiO/y6LY6OruPOm68iMC+NkUQWmmFh8XidbrtvOH3IfYPtP23A014EoUG+1s2LF74G/9MgOcQnkrnuH+Ag1crnAsaxcJt77NLI1AvmZr9InqwL54BGIOUe5/pUNePoIrL+yjLYr2xmZOZBLhyWyO6eUeoubjOFJsCT7nK5Tdxy+9lauif+J7R8+yqmyKhbd+RLbdb+nZQl8dlMS3377LV1dXYSFhdHc3MwHFaOYHPU4M41zuXxkP9bsO0l8pInklBSu+hGeGDaWjqYWrpw1g8+3Heeqm68m62QNd3/2tws6L4l/ZtOoFE7U1OD1eokKC8eg1hIUFNStEpwj6Q5sTmWgsLBCxtUX9+fA32+AkJ7Z8VlSH8whOqLDQ8ius3Hr/KEUO6OIeP4ZPkgx4/X68TjsaA0GXF4fQmcnf+7ZUP8VPP7hXk6UNjB1wGh8ah0PPLmKA8VVDG7fwOg7P2HtF9sRRS8+n587ly8m7KKr6DetHx2PvcWI227G4OnAqQomKDScOdrdF9T2vcOiaDWPJcoUSnjGVQixUdRmvcDkv6/tcZ+562tYsuBy/n7n9cjlWq75698QHAI1pkKGtJt49e5riAyLotXSxPJn3+b7cAeviglc/OpanvvDCvIbbMjlMkIMQRwUjvbYjpJvarB0tOEoPkZDWQmvfvAx180Yz83dN/3V/H1rGzprAxEJqfy06SOarB6WvbKp223WvJvLmNfyOlfNmYZXLrDlyw3M//FjJF1TCQmJc42U+ijxqzEFGxiUlkS4KYL6gmxaju5k3LABQEB0cUqmmQWT+/PS/begdjQjyAM/M1GESHcrKyanceOoeGYnB/Hmm2/2yhadswZ9mAl1SBhhKu/P9xzeeukLTtXbaDt0jLo2OylGA2lxAYGSJnszHz52LYvnz+XOq8aweEY/cg+X9MqOnvLZq8sxDxrH8My+/P2B+chOC6988803JCYmMn78eGbOnInBYMDv9yOKoPF5uPWyi9n84A10WVs5mJsDQMrgidhdQew5XsPQvuls3rQNZ0fbv2VeEv9gcEoUTRYvtyxagLOlnfH9kimvqOi2XWW7H61cRXhwEEZVMGu3FqOQ9/yg7uKhg7h62niGpiRzz/zLUCigo7kDAIvFhtNuZ9mQMBxdNhwOB4KstxIl/9kIxgxG9EshJCqekIh4rp07D60ykJ6ZW1yHRq8n3BRGZGwUfdLTmTIgCoD6yEg+//QTNFo1wf4utOqeVhPrOfVNweh1cnydjTTlbkQlGJD5e6cu6PP5sHc2EWaKJ0gbxEyzjC5boJR7v7goEJSoQyPQKPUkG3WAwNzxo/n6ruWkRpmYnh7L1JRIfA5rr+zYs20zeTlZjBkzmcwkM/MmTeDZ1T13QM9G9aHvCY+JRaULZfCwERwtbiB/4zPdttMr5VwyfToeh53mglxGp5nosncv5iIhISHxa5EcNYlfTZfTQYfNyuefrmHsNTdQc/wkz/85cPbesf8TBsQbcTtFtn//NVa7C61a+XPb1lYb+46XUVDTQZBag/+0nHdPyN68FplcSW3WYbqKiim0KTh1IKAO9uysqQxafAMGYxTBgsCtM6dy8HBATr+6tRa5TE1nSzOHm8Jwu5zIuyvadh7YJs/j2y9301JXwta9p7DUt3KDOVAmQBRFPB4PERERNDU1MWvWLGQyOYIAr/zhTj7/6QD5LW6uueom/O7APRKbowuNwklGahQZKcHIO1pob62/4POS+GfarTYuHT4Ef5eX6ZfO5rsjJdhdzm7bRWo0pOiUDFdHkGYMRqvQ4Xb3/O9l1PDBlLX5KG+yUNjQgF/dF7fbB8AdmSHsenAB84b355mFU1DKQC7/3349vPT8czRXOSkuLWbawsV421oxn/a5ygtL0PngoWsv4W/3LkfT1syJ4z8B4HY6OJGbj8vWyV8ffYHm7O8vuO2DYsMwKFU8ua0ZdMl8/8mbeDy9K3/Q5ehA9Ppwut088cqzzJu5CJ8z4PylJUZQavVjd1jZnFWCwy8gIOK0WgibOoDm5g6cLjeHimtICu2dg59m66Iw6xSle/exedtxFD4wGc7P3d3fvfIVO3/8ker8LBw+LZFaJxs++6bbdlFGA9+d9CLThhBsHoQpcQjGICmeJiEhce75334TS5wXJqpl6GR+0kJDeP3m6/j6s3UoFIEXurrfdAw6NWFhwcy79FJW3n0bReW1QCCiNqGvEatLYHBCNHqdgstTw3tuiNNGiEbNpxu3s+TxV5k7OgN3Z+A0Vxh7JWJdPqrJCwhKHoNZ4aDvgEA5gJ9OZBGT0I9Wl45J8TIiwkJ448/dX8Q/1xQoWrnmhsu57ur7uXjcILRaBY1d5QCYzWY8Hg8NDQ1kZmbS3t4e2DiL0NBYy4o77kDt9DAj08zwPgGJ7ba2ZqydTloa2nnjjc9YPHMy/l5u3iR6z46jhbgtnRTnZZNq1HHX5dMI1QV3225oiJ5FI/qSlhDKmORoHrppAh5vz+/AyH1eUsMEYjUG2vIKyTn2HV2WQMQ1PCyIE2UVZJe14beV0+X2olKqejzWfwPmYJF+ui4qDu7jg3tuo7iyFrsnELHUaWR8s2kNvoYWVPIuFHY3lZUVAGgtXuITEtm/fT93334lDTVVF9z2PUVOPKKSuwYbsNVUM2zESNR1vYvsCYhMGDkeR0U5j9z7KLS2MMEccJAsdeWMiAvH0tDG1eMyKam1IYpQWFbGuPmT8fq8RBlDGRhr4qqbFvZuco0NXJmZykdffMb0sYM4cuwEat/5eY4p1H6GpiShVfooOrqX0so2Ojtau223eGIoDJqIgAOVy01dfhHSdkpCQuJ8ID1ZJH41bcoQ6twuxHATXn0wbxzJYefWHwEQDUba29rxuy3Y3S3UomfSlPEANDW1cKLJzbj+I9lX2kBVYxeFuuQe25F7cDetHR38ftVjLLtiJseyctn+QSCVcud3b9JVVoBw7HvyDn3H2pxTdBkChaYvGjiEyrIcyotO8lN2Di1t7bxbe+GLkh4Pc1He1MbyGxaxY+8BqhtsCIrAaXRJSQlGo5EBAwZQWlpKTk4OLpcLBBg7dS5VJ48w/rpFHD64j6lXXg2Ay+2jqKqFQ0cKmDNxBoeOHaHDccGnJfH/EdkOx3JL0KuM2Dt87MstIr6h+9/b7b+bgcNhY2hUMrF9DFjsVgSh546a1QstnXay69rYdqoIm91Nlz1wsOF0upGrQmj3+DhVY8Hj9uJwdh/1+2/my92luF12DA43uphY/r51FyG6QPQ/1hzBwU0f0ikGk7U7n/rGWmKT+gPgtzpITE9D7bciatR8tXXHBbddJ29i/75cXGotJV1q6g5+jFuh7L7hWXA73Xy3aycnvviKqoJjONQKitoDDtKBJh97c7KxbD/Ct3v2cNG0Eej0WhQyOT6ZA4cMSstaabU5MOdpe2XHHplAbmcH/UPjKSwpoMXahUHfuz7PRFObg68PZuFzgqrFhVsup6ip+3TxdJMMm0LLkeUvUFlzCkEux+WW6qVJSEiceyQxEYlfzabiYqKSwxkaF0pLlZPcQ3tos9ihFJZcMY/Fw2NxNNUhV2sxjEtBFxR4yR4+cozKijaK2w7g93hICdVRXlzRYztOlVQwblgahd8f5L1Nu7h94XhWrtvEHz6F9LGDsR4sQyg6SlVzNR69mpf/tI+Pv4eI4Ah2xibjchwi1qDhqrnjue9Q5TlanV/O7d7hLLr9r+g9AgoZxBiDsfuDAD2JiYkcOnQIURTJzs5GEATk8oBTGz5vEYrD0dgqq+kMMTNgzBjc7KC1uYPj9Q5GDlbgUlto73ByokSqXfXvpsHrJkOrp8/U6WQOH0rZ9XejlnefHtZ5oIntea0oxJ1MjTPTmq7D4/V32+5MNNU3IPr8mDUaZowezJbDJ7HaHFwE5DbbMcda6ZOWSMnhOpRKJbJuymP8txNmUPD+rlz2bztI5eZvUfh8hIcGYQWunDWRoooqlD4fGpWAVxeMSRdQcbHGaFFZbTzw1hpWNNVy1fy5/HSBbc+tdvGTr5V0p57kYam0HKtm+sTencosWXA5bq+HtFuXYqnO5+P338dsDNzZe/bOGwlSy3lh8/P85DTw+xunQV02MxMmU/ORiMfmoKilkkGxsYQJvStsHhJt5stte0nyO6nIqqbJYsNp63nK79lYMCqdFJOaouLjbKsu5dsT1VwxOqnbdu8cd+Owe1HdMg97cw0vr/uKtw3/2xFoCQmJfw+SPL/Ev+RcS9+fjfMhi39B7X/u18s1n82+KUvOLB2+Y+isXz2WxD/z+Blk6uH8yNF/eYbxrvjPfvb+1zCKLWf8TMO/doh3c+a/oylnke7vqZRLj6T7L6QM/PmQ5z8bF7KEwNnGOtfzlp7BEhISkjy/xIVg+Pb7cPz4IQN0NsINRmZeewvxl13P8ANpPL1rBmUlZVw282KMoQa+2Pg1/QYNYNngDaxTbMbv99OYl0db+SkiY5N59PXXaH+jg6s+noLQWc+UIX3IL65jU3Ytcq0WllSfc/uNv4sgPMRItBK6utpptvuYOf8W3pnyLMYHIhjYNw6dP4SK2nJs1kZSBoxg19K9fFJ2P/1SMohLSKC1o5V+cxYR/yVEbroPYe8a3H43JpORhvo2hgxJY+3iQzw7736CZVUYQyJpbWzBq1Ih6qK5e+3Z1cNS/zycDksLt0w2ow8KIqeoniynCZY8wJGQq3n1pmkEa+S4w5K59Ym3GJT/GldXwsonLmFwwkA0eVeiKcrFmb8Bv/2Hc76G/8v8MG0yZp2P1Jgo/KKPGdfey8Yv1p2XsZ6JD6ak0UqYWiTOFEX/xAQqOju44ryM9ttj0YzjxIXLsMdm4fV52L2zDZ87iOL8FbxTO4HsreuYFhOGMshEV3UJ7+UWwlNnOfAAjkYuZcYTH9BRW47T2kneutd4+sfdeJw/8dOoB7DJfZi8cir1PmReAZX9E254+Qi791Tw0p8WUFOQzcoXcsgclcThV3pWFxHgdfNw0jx2LB0OdjU6UGgE7te3ENPjHs+MolTFV/fdgybChN/vZdZ9jyDqRbyJPiIrg/ju9fuIT+1HRUE22Y+uZ35oDWsihlAU159Zs2fS2tzCzt17aWxu5dvmHxCOn+5YEBBEAlsXUcQ/pOc2TtekU1tajwwBrUJg0KTRPF+2m5ejI3mn3MplIRGMHjmKXQVH0YxO57XNX521P+8BGxMGZbLj+zVU7fySe575iIPVFtrSnVwSO4QlcxeRHG1GLpdTWlXB9MhMYp68jIwaLcfWPodSG0T4RUtZ+/x8Llr3FecnQVNCQuK3jHRHTeJfUmKpZ0K4h+wmcLo6UHc2YI6IBKCprh6dLowkg5oYhcDs4f3ostsA8Pv8IMrJPbqXdrsbp9PB5OFDAdibdYqpo/shijL8MpERQ8dgDDo/rzafz49JJWP2iDEMjuvD+PhwNq1bDQTCtEqlglGpgxgbISc5zEAi7QCMGz+JQcPGoBbUONut+MWAKp7D5aayrpm+4eGkKXy47W5aW+2BwQQ/re0uvtt7CpfXxg+7svD7urdRpZPR5XATbDTS0GJFroAue+BekEGnYeKQgQxISCDV28GBdS8CIFeoaCpqYU9uOZ0zsjkwcBe5r40/t4v3GyD3aA4qeTAhJjNybQT33nktOcfPTwLbZeMGk9YnGUFuYPHcWZhMoZRVnvvDid8qX7dtxGk+yqQBqdw082JeWn03lcqA2qlaKcPa0Iizw0JDfSWNjk6yc4530yOYM0eiUisYPn4SoXFJ9LtiKUFqOQW5BWgEBTJkXLNsDo/cdQ2dskAURaNVIfd6ETQhhEfFEx+jwensnWS72uZgR5fIhKce46oHbiZDAaHnKWgjeEXsohePz4XX72FkgolgWeBgeFCsEa/Hj8YQSVComdc8DkSPC4VCjl6nZdPmLdRUVRMbFUV0pAmAVc+v4ukHH2LVXSu47/ZlrLj6am5dOL9XNvpEH3JRYHTyAMLUoZzck4Pf78cus2F2OUlLHQyChuHxg4gzRf+iPh2dFqjPZ9uRQhYOjsdz+uEdGRZFsFKLXKYEuYJgjYGqmjIA0iPC+erDb/AXtTE+VM1F1/8dbVBYr+YmISEh8a+QHDWJf4mrGRRKJRNjRO659w9ogrV0Nj4HQGOLDZ1GyZEyCw6HE3NMEqX5AeUzQebCLZAAACAASURBVJAhyAQsnZ2UlRZSVVpGtCng4EUZNYiiH9HvpaHDit9Shbur87zY7/V6sXudlNTU0tHehF6lQX46k1ZAQCGTE61TUGRVgEfkp7zAHTW1SsUn6zegDQkmdUAmzobAhrrT4uJvyxexZN5sFi9ZztRh8VTVBO5/NRQdwieK+B0WjEFaIvQEJC67oamhhTuX30JVZT360BDiY4xYbAFH7Q8rbqC+1oZOocKnD8dvs/48L4XNxfD+yVh3fE+oQiRMaTrXy/c/z+zhaQxOSyBEq2FovwxiIozoNeenHlZjm5MpiUlcPLQvW3cdJthoQub5BZ68xC8izRmFXqFj/bYSKsrbKdm3n+suXw6AVqEgeeAQ1n+xnpbiYqrzirl0ypRu+5x42wPIZUqKK6vwd3URnpaJDIG2Vgv5Shd33LaIaHMsTp+aoebABj0q2sTYEfE8/eBzPLhqK+0dPnLz23s1t71WJ/MWz0XmVZGgUJNx8wJU6vNzFyoxLIisogqOZh2i+FA2d10yCbUy8BxLiQkjse8YPK42BGUkdocDvwhKpYpIUwSx0ZHEJybQamln4vixAJw8VUz/QUOIiUrDrDOiV+mJNPZC5RdAEDAFmXB7/LhsYFIY8Lg89Ivrh04fTEmnh9iYaFRqDe+v+qjb7vw+H+GhBoTodLQOkf4ZyQyNCiiydrW5sLkFWurrUXhFIiOj0MYlAPDRI78jJCYDAS3XzVnIe6+8zH/4NRIJCYn/UiRHTeJfYtBqyGnzsq9R5FTOSdoTR/PuK6UA+PUiXreXGH87hw/l0FBZjUF3us6NIAcELDYbMVGRqI16tPpAfRmf082JghqKa53oBQGb3YXLfX42rE6fj7KaFvqn90NEjkrmY276aYVJQaSlqobc3F3EK23YXC6Up2tGGVUqrp83C6/Dgc9uRxudCICl006zUySnoIA333qNyjonwuni1LHpA7F0Wog06fls6wnSkyLx/QLRB7lMRlfZYWIjI9EpoLHJSVRYYK1G2epoLjnGu5u2krXzRwr37iZELgNEzElhqAxaQmMTiPHauHvWw+d+Af/HqRd9hIWGIveCwuVGrZKj0vZOBOFMfPXTURwuB7ExZhbPmorP0kF8pORcnytMIQYGhUdy80X9CEGkX2o6Kf37AOD3iwwYNw29Sss3Ow8TotWQ/AvUERePHUBKdDj22kqCE5Ppam3C4/cRHh7E+PgY3J42GhtbkDU3ougIRM1USg3jhvahw+Jkx7EGbF0iYwZH9GpuI5PiSR0yDKvoQeibgtOvwuE9P8IaK+fOIUVw0Jl9iMS4KL44foqm0+bPb5QRFKrB0eHCFKHG4BNBEHC73dTU1xMdEUlZeTmCKMN2ukSK0unE6/SQ3CeB8uJi4sPCcbp6WRRa9GFQwrGCQmweJ7WtLchlMuQqJRqZmnFpkVicdkIMWozq7m92yNVqhg8bzrvLb2XWxHTqymoZZg4FYGb/qWjdDvDLsHVYkYsy/OFBAHRWdXGRIYqjhw5waVQScZGxeD2S6qOEhMS5R3LUJP4ldruDE1U29Ao/D322izUfb8DnCzgRGeMyOXKyDFO0iRHpIzAYQ3EqA5sfv9+L6PdhsTtosVmobmrEFBw4oVTKBI6V1hHstWF1y6hoagbV+dkcz0yLJs0UhEKrJEirxOHxUNJ6WnZZlOOwO6lvrqfT5aHB7kZDwGH0DJpIVnEZ7W4H9TY77286hdPlY1CKCa+9A7fHSbBcy9HKVgYMCrzQ3X4VwQYjWo2e2LCggCT+Lyjk7UZA1IUhyMHa0Yla8NHcEtjkLHx9M0HJaYTp9AwZMQpRIafD50epUGKYeTGOwly8ChlHrW6e/PbZ87KG/8u0t3dRWllEkNGEMSKSO5c8wOXj5pyXsZJ9IjsPZJEQa8TutuPQBhFZ2b0EuMQvY2jLIB5bu4GCljq6XDZ2nlTx0csf/uM/CAIbjx8iJz+P0tpqynKzuu3ToFQGZNrVOjoqSnG0NoAgoA830FTdQkR8DAmxUcjC1dTK/3HYZA+JQBMdQ0WHlQarkysX9/x+GkDhE5kUNNbi31OEx2mnSXShCe6+Bl9POKSJpdploZ9pFG01tXxXUoQQOJtjxLbNHJu6DJQq9nyzhRftCsLCTbhcbrw+H2WVFTQ3txIVZWLE2FEA3JyxkNZtBRRVF+OWC9R3dpCXVdorGx1ukWaVi1pHJ2WWNvwEHMbsojwybpjMqcYymmqrqa6v5MmNa7rvUIT8k6eYef1NnDheiMVqY9K0EQD0mTONhKmzQK9Ao1WQNHYMMacjgi8WtbO96iSdeyr4oSmPrdv2Y7f30gmVkJCQ+BdIjprEvyQkIR1tcgaV6hSITCWq/3CO1QacCJsujkHXL6DQoubbymrqCUKTNhWADrmBdrmeAiccbPGQ3+7GqwlEDxpk4dQQQXtEPPUyPea0JOza85PX36EIQRUeQU5JLdbQBFrVJnyhsQD4QmOQmZLwmPvRqArDGmyG8EDkbMPBDgqjZrBPOYIc4yQ0UXGIgowFf3qRViGEejGKQ2IQ9zx0Aw1dgSv9s8aMhMZGolVyUowaZDYfRro/tbdro3hvZzFH60UO10KzKgy9ORAJsMWE8VVBNVkuOc9sP0CDx41MIeO6aQOYetFT5OcVsWxLA4sOm/ni5e5TfCT+mdlD+zEotS/BKpG/PPMsrQWluFrOj/OkU+mYM3I09Z0iSSMm0Ll5O0qvdPp+rjC/cTm3P/Y6bQYlhUoXbx7dSIwukG7dJnfRKji5aO4s7rz7Zk44rfgiun/m/PmLL6g4tZvQ9AQ67bVMmHcJFpmL0ZNm80rzPopsNrqCQ3Bponjr2CYA7EFaWvCQMszEn2+dii1Kh1XXfRmGs6HekkdzXT2OKBdt1dWsWfcFFvv5SRcPcbTittWxw74bn7eT9Tddw7DIgDx/1f4dhDa1UD3lJpKe/BJBdCIXBNSuLq6cMJLO0mJcNRUMjDRSm3UYgNVdzfS9cToqayuTRw5A5rZwyYheKIkAWks7o0NMXJIcx+ggDdEaARkilw27CJNTTer0cQy8dh4zFt6Kzmnptj9vZRGrn32Cq+/6M/e8vxW5y0tTTj4AluP70eUVkDl0FIaoZKz55egbawDYs+VLyjuOMfXSTFrLjpFkrzlvKakSEhK/bSR5/t8wwqdg/HQpbq8Pn8eLIAho5GpUEelMnjmekMq9VFTVkpaSRHV1AxHRkbzX535W2tdgEOT4vS5+2JdPepyJtOQYHtFfQ8qG5YSFGHC4fag1KhQyFSoD7H7xL2e1I/S9G1Eq5Gi0ahwOB4MmpLI79k48N4f0aG43PvE202fOQuGyYZPpee/z9fhlAgef//1Z7Xh3cCutBUewtjXh8ImMuvQGlu334Nn1AYryLGLj4uhoa8HusPPHh//I/VWJhH6wlHCVnD5GFYI6mKqmVuodXiw3vcfwnY8ik8tJS4xj18HjXDFpHG0eHWvi5/GoPovt27dRXVVFcEgIpnATyYNH8t6Nk3o0Z4lfxl8EgSFPPMKODWvRabX0yRxAxoipgMCPt93KNkMQAzIH0FBXg4iMIGMUfYtyedR+4aqHrxIExj7zOOW7NhARrKHZqWTgJQvY/fBjPNDWu3tPEueHLbZ8ZDIZltwf2LMvj9pOH7fdfx/P6ctJjl1AYqgcv9+NoNYzYYCe4vIulh9oPnOHQwUekacjCjJqmxqJNZmweHU8Icsn9NiZozf2T55i9esfMLxfPHGmYEpq2ggNDWLsvi3kLxmLH/D5vLR32NCqtfj8HsZ+ncuSWiVRxkDWhM3uxi+To1TIeL204xyv1IUl67k/0li4F4fNzpHcKiYkKxg4exyJb63vcZmA9/vNQhRF/H4/Pl8gorqkYi8N46eyau129HolLrePEIMer9vLy6EWSbpfQuK3gyTPL3EOyfochdvPOzdfz4RRF3HlU89RUZGLIsmN5ugappsjiW1r4Lq+Ubz4yWq4+352PfUgqx+5je/2HGTLslv4Zuv3lBw8CNOuIbJgCyfLmxiWpKK5XcQUm0BIqBw4s6MGEJK3BYNGjUYhYAwNQZ+VjzxiKdAzR+2Pc4cR7zuOXCXSaallZ/5XeFo7gDM7agCzhTz0o8y4Gj00V1XSVVOOXp2MrfwI798+m5SUFFrbmvli3RfMCO4AElEc3UCGSc3I1FjCklI4WHmIfS1eLIC5bBtmYxSU7+f2mFiqd33MoEHTWANMUtbQz9yMzORDrWzj7W17GDTABEiO2vnmo60bWLbi95h0AtqQULQDJ6JSqoFbaTWZuO+P9xFpjkRtiuTmO+9FXnnhT8sNwwfS33uKuLgoCorLyZg/nwOrzl7yQeLfxzhvKE3bXyFCF8GsiRO58ebHaTL0gZVDsKRG88eXhyGvasFeZ+Gatwppa/GyvJs+DxlTOXXyGDvffgm1IZy/vfU67qKzpw8ufO59NHhZcNk8Ivqks/fdtyhDxVjAOjwdl1eG1pJBQmwf6msqee399xkLbLQrefXGS1ApNbzzzV6Kmxy8/Nwr52p5/m3E3/Q7XDlDcB06TIKxmI3FFcxZ/gW81fO91KdNbh566CGGDh3KY489RlxcHO6qA/S5ciafvPoDT2QkcaS8hdfvv5L4ez7i5dBzOCEJCYnfFFLq428ct9PLg5fP5GBlFc9/+hbxGh8hplAa6luxeeVcOnoMo9NiaWyyIfO7Adjw5p+4/9l3mHPRRPbs3kZCTAQ11Q0AlFQ28tD8ixDcWkYlh1NSWYPf2/0L0ahRcNO86Tx87ULuvGoO7TXtKH7Bpf8zUXbqOJamWk6ezKdwVw5zFlzNrrKqbtvJZALejka6PGDvdBIRHUgzksvkWK1WbrnlFnKO51JaXk5zc+A0PFSnIyJUTVuXnaaaUszmCIynFQR1CjV7dh2lvt3C5t37+PHwMTytBQC4XG5anALDxkxg04ESLpk2BY90If2CoFQqaCzMo62uhrLsPSg1WjgtKJMQacYjyHA6PXy3cRMJZjNy2YV/VB7LOs6ukmbqGtvZmFUNLhvCuT2okziHCAjs/iGXrAM5CCh49LaZ7Ni6HYA/3TuLbX8/xfL7T7J+exMel5KQYH23fVraO8hIjqe6qZnvftrNjFFD8HvOHtl99pkHGZAUxb5dR3HbuogzRqO11wEgC70Ol2I2QcExtFSWo1DqmTg8kI646oqx5OSU0V5dw6z0OOQ+DxGR56Ni24WlpLSSbeu/we/1oFVpSY6OxWrvXZTQ5/MRFRWF1Wpl9uzZbNu2DZ/Ph+h0sXruYE6V1fPYJWn8uOsEQ8O6/54lJCQkzoQUUfuNIwqgUqrooxfQh4bQZbUySKtCNOoJa9fgttnRG5RMSI+nOC+KdUB2Vh4+QUVFVT3Dhg7G65XT1Ba4v6aWQ0ZaP4YMHEpLaxPqkFy2nyjp1o5brppJlCmSuuYapqWNRyMTUSl6fr9DX1eIRxdNclI8XSEG9h4uoN1m67adRpQhM0YRobVjrSihs6wMGMyNN93I+OERTJ48mebmZqIio/j8889h8nTGxgcRKheJNKjBLyLI5AhCYENt6exg8shMnE4n0SFJCHI5pbUByX+nw8HEQan4FAYe/v0KbC4335d1f69CovdcvXgZ0T43NreXyDATiH68voBS5yOLZ6HxWEEIZ8aMSWT2z2DtJ2svuI3aqmwmDOyDTC7n5imZ1NQUIQpS+tR/LILI8SO5zH9pFe6GMpIy0nB2BYRL7O9tZ+bTY4l9OZuYxE5mDu/DyKfzu+1y+vRZHNv3LQMHjKD/IBklJ3O6PTRY/+4rLJ45h7C+mXQ11DP+iqvIGPsBS9NAFP0Y1CqUokBwSAwKvRpTWCDco1UFMzozHHweTJoIbkqbxBtvrWby5LG9X5t/I0LxdjLT+6FqKsFia8OEn+b2ToJ60acoirz++uusXLmSmTNnkpOTA5/vRfDK0SPn0Vtn0Cc5HmN9A5sXXAx/XnXO5iMhIfHbQoqo/cbx+3w4rFaCTbF8vP8QJ2pb2XuqlBarBUenC2tTMwpZMHnFFaTGBsQ4UvukohIgSOGnpaoF7I0oZAGVwyvHDqeiuQGbF+oamvlkx0mcju4l+B12J/UNdbS1ddHUVE17q7VXFxQ/25OLtd3OoaJmvj5cRHZh1S+KVhkyRiE0N9HZ1oCgUhIWFZhze0sLubknKC4uxmaz0WntRC4POJJ+cwounx9FzBQMkf3xu330y8wEQKUKlCrw+kRSE/uSV1tFeFhSYM5OJ4ljLqEy+xA+PJysbMLtlpTDLgT9U+NQiR2obE20F+zH7xfx+gK/OLleRl1tM9m7f6KurpHy5nbk8gt/pjXx5rtYu+8kf127m+9ya4lPHYDkp/3n4vO6MKfE4mytRx4cya5vd1Pb1AhAbZiKrX86Sku7H6clhLzqdvSG7jMGWuqtyPVGCrJPUVpYSKfNhlx29qjqNTcsot3WhtPailepoD3/CAqDNmCjz4fX68Zus1Cam0Nd/jGaGwI2trZ3IMjk5BU2oBYEPCiIN5t7uSr/fkqq6/lm6zayyztR6o3oDQYU7u4P7c6GXC5n5cqVPP/882zYsIGOjg4UCgXHdmdT0dzJkeO1lB+qpPZkHktXbz9HM5GQkPgtIjlqv3FEL7y3O5vq2kYuGjaEDoeTdz7bTmx6HJUNLYgGDVXFVRiDQsgvLQOgua4cl9eLXK0iPiMdt9tLVVsXABkpCXhFD0f27cbtcBOk0zFuakq3dlRWV+ATPRgcKjr8HoKDQ+i0dfV4Xt8dOMn6nXno5C7GxBvJLiomo/+gbtt1VRXgDtLhb7IgV6nI3vAJHkcXPhHUag2tra2UlZVhs9m49tprAbh1xb3/j73zjJOizPr2VZ3j5JwDQ86D5IxKBhVBBBExB1wxYFjXXXVNmF0xrxlRDAQTOacBZhgYmJxznu7pnOv90Cz7vL99ZHxGcFX6+tj1qzrnvru76j53nfM/7G72csXfHmH2U6/Sok/gry+/BkBZfTtWtwO3z0NdSw3HSsv4ccd6AGw2G5u37kCilGAwGAkODcFuc3V7zAF+Pl6plCPZucQOHootbRA+rxepzL8Azm50U9Jio2/f3ug0OqYuWga+rvvinW8W3nQ/Je02JvVNprbFQGtrx3kuUQ5wPvG0FHDZrEkIHhempgYW/2MDbW1tALya00qx08Ppmk7W7G1g5TYH8p+R0OLxGfA01WOqbEXi81Lb1Pgz0nBd3PPKp3hMbRgLazCbTTx++5UACIKARKlh55eb2PrDTqxOBz61P0272dJJfW09m47k01RfS3VpPg+ufPAXzclvgTarmfyKYkZn9iLC4eSFzYc4+NlTv+iaoiiybt06hg8fjt1ux+v1IpEImGqbSRzQm5zSOrZvy6JNH02w/hc2+Q4QIMBFTUD18SJG+OzXsyUu7p4f5zrvXPzUNbvrx69Jd8cc4OfxpPDT0c65bjh/+xXvlX8/h4+P/bbv2Rctk9jyk8d2D5n+vx84lxLgkHNE5d09rzv83tUKuzuP3bneufi9z2OAAAF+LgHVxwDnjweP/0BLUxPtHY20G014NaFYZAokIRU8oVJzXFlCY20LCqWSJF8oj1yzkbyMHLZ88g7zpk7ilc9/JLlHKg88+STCZz8dZAifQeaDIxBFHyqNBKvZgyDI8Ho98GoOfR8Mo9MnsOrmGew7XsKb//gHqq0JXHHzn3luagJ3P/cpp2s6UcsF5DIoedbIxFXJ+AQZoZGxyEUnVouT8ORQ1szdS0XcLq65dxFKrZ4hIxbR2FSHoW4nAlWIiyEpJo4BaYlkFxSz/L77eeyvjwHwQPaNZO3LwmFzMPeG5WRkDONOx3DaF6m6Nb9PLZDxwcEwkEjRqFX4pBKWXjeBh77+EHJFHnpwOQOUFnaXt9N32FDuX3wLkNDNbzPA/+RfstkrFk0nOCSSJ97095uTAXW3zcVUUoqpw4bRZiF99EjCRDNBn+zl6MBBpMbrSYyKZMV9j7PqjScRvzz/6UuvCwL75s1hxpQJDOjXn6M52dTUNXE05zgTgNUR4VhtNu5cch2dRiPfHzrCdfV1592PAOeH1v4PMH/+fARBQKlUUldXx5o1azCkGLu3SD/HOUfuW8hqTwIv/eU2qvd+T31NPS1uH7euewV9mZ4pvdQM7h2NmTCcUhlrvztBR3I7nVuLWf/8A0QGhZKYlkz/BSvxer0oRocS0xDF6EsGIRhrGDV4GO8c2E9Gr1H8OETgzZELmTB5BBs/+IaEpBh25tfwkbqWp2qNDLp+HjFRiVTkZ6MOjqTFKuXWHZ/yXO++bK4O49rL0kiSV2FoMVNS08gT1U00bW0hMjyM1195gZLSMkw2B5dNHMfSm277Bd/A/8443Vjcbjc2mw2r1YrL5UIQBGrCa7nmmmvw+XwMGzYMr9fL7t27OXToENaeNl6d+wjGukrqG5pZvvRWPtv+HUmR0SwHKt87yfNPfMY1V8XR2NpG5tgrSH10Br6t9fh88OHb/6Cmro6/PfMCPlFEO7L7wlgBAgS4uAkEahc5ZrMVt8uN2dhBW2szoroFMTyZuIgI1hb9yJDUaCYN6g8SkSqDXzCk/eAmFi+cj7W0mOWzx9LUXEdD8Wmg/zltiYi88to8+g4ci9thZs7MJ/B5/Wk8UZFKlk6chDo4hUGXhNOpT0JEpMksUH16P+E+MzufuYKDuaV8sN+/WE1MTGTXoXzSrEY67ApUGjle0Z86mJdzmqmZU7lyyjgkgpR2dwar1vqVvjo62nnl0ZsZ068/LR0dLH70lbOBWl5ODrdfcyumthrKq/JR9BsDju5vjuQUwIJhsYwZOgKtTkN0r37sLPMrSba11jM7WUB0aRhus7J/30FYfEu3bQX4T8b3jGPnhg+xm20sGZnGp1n+9N3k4FAuW7GS3j1609lWz4o33qCxoIRRgMTjxFTnZsWzLyNPjmL9tlxmOx0XxkGfD0GQ0tTShF6rwWq3odGe6WVltbLliSWMnjWH2mYzJ0oqoaH+wvgR4Bfz4IMPYjQaufrqq8nLy8Nut/PSSy/B6zedd1s1xVXMXZzJ0fVf0VBciio0ktZa/287I0pFbGISQ2M09Bg5nNVrdpOaFA+0k/XPP7Ng3lwEiQS5JgyfpRnUEQCMzUgiXWzlytljKWxsZ0BQGEUV/ubVoTo5MekDuO3ZoRia69iYvQpRDRKZDI1CR3hYBPEzrqOy8DhVlbkAOL0iD90xg7QIKT0HP0xRzg40jbXw5gvIJFJee/opeqf3IjUiAa1a5KPNx1h6/qcKjUaDw+FAKpWyevVqjh07xpo1a4Badu/ezdGjR4mOjqapqQmHw0FWVhYApZWVLJ0wgZCIcNpq6zEYTfRMSgWgrKKF+xalEp4QR+/4eE4U7CcV2Ll7L1+sfo77F1xCb7zMmTuLTZu+P/+DChAgwEVDoEbtIsdR8BhTlO8z2vEeY7SbGRhUx0NDjiN6PUTolGSVtKINiUPq1dFa518kpg8bS86mL3n58w3k5+Zjbe/A3VjRpa0lU2L4YUcbq15azc03PYvH4+Ff6ghlzTb21TmoqCggxwir/+rvMORxi0hlOrwyJRnpGQzulUxLmz/g2nUohzmX9KClxcbczBgsbQaam/2qiSdPnOK73NM8/o93ueeJpzE1N5MYEQ3A3//2NyRuDbsOneBYQStTxlxy1sepo6dQU1tNfkUZpfnH8fHLapM6vGo6vE7+9NpnPPHGh3S2VGB1+mvvIiLjcUu1hCfEs7/GzpD0378U9m+NO8b2o7EgH68HXn/sT2c/zz+4D4Ugo66+hZa6GkKVDlIGJwEQLBXoOXAisvgUTv+4F5vNgdN5YWoHF141h+179vHD1p3s2HcIl8tNU1MLAOWN5WzJrebk6Squu/cZ3n9qOQTSHn+z7Nixg1WrVrF+/XrGjh3L8OHDef755y+ILZXHyan317P/hx1YzV72bT+MXuPv9TcoVcuYSPjnzjrcVikLrppIfJj/UX/6VCVNZfk0nM4me9cuBNGFQu1XffS0NXBJbAyWlmZKyhqoKW1hkN4fxFVXNuJ2exAkPrb/sBO1TIK108h1sy/FK6j5eNMRXE4bm7LqiYhJBMDrqCE+LoS1u8001RlR6nvgcPv9OLz9ewpLy7EYLXzx2Rqa6trolfhLdBjPMVcqFUqlkilTprBlyxYGDx5MY2MjADKZjEceeYR169bx+eef88477xAd7X9OTIiN5fudO9jx3bd8/PVGggSRkpJSAMpLq7j/weeoLs7lzhWP0yPJf+/IHDqEiSNTuOWljbQa2vj7krEXZEwBAgS4eAi8UbvIiZDa0UnULFhwLT9u3cDYKcGY9anoajSE60O4cng/vJZOZHolHtH/kO2orSU6JZnbeg6kvfAk+oQ4bIauZeU/3trE4zerSUxPp3NIMvc9vhsRf3ranVdMYtigS/BK5AyWCtTXexEAtUwkLTkco9GJLDKNzMwQhqQdpALwuiRk9uvL1dNnEB6ZRHDIRt7b6t8NrWi3Ep44jIcvz8CLlKq6apoPfQrT3+TxB+7l9I4NnKhqY9SQAZQ3/Hu/wm42kxDdj+jQGKSqHNweF4jdD9bGLnoa7/HPmJsp49Zrr0UVpMRdazh7vH9KIhazi1kZcXTQtTpmgJ+P9dQuksOCSBg9AwQZhtyWs8f+vPwBgl0ujO2VqDGj1egQzvRR6xHXi0dffA6vTEL/8Zdh9/iQXKA+am6XgxsWX0t5ZSXhocGUllVw/EQeAEuvWIjCZuG2iGAOrF/Njo2H4L/Qzy3Az0MqlaLT6bjrrrvo7Oxk8uTJpKSkQHPxebdlstgIj0qg1WNi397DLF25Ap+1CfbB9uOtjI/Q89RtM9FHxWKzOThdYYJQOFXWxjXhsYQE6YnVheD7H0sA0StnUFoMTRYbk3uncLDYQLAuCAzQu1c6EeFReDwOrr1lKfnH8xE8Ej75Ny1sqQAAIABJREFUfjf9F1zJnddNx9XeyD0LJ1HR6O/ZJuLBVFfJo7dcCxKwyRUYzihMNrW0kd4jjbk3LeWyOdOQa9T89cF7zvs8Afh8PkRRpFevXoSEhKBQKJg9ezZk/xOr1crq1aupq6ujd+/eDB8+nJkzZ0Jf2Ftaz+KZkxEdIn0H9MfsdHHs0CEAItr2svyGmWQMm8KT96px2PzZJgeffZjYMCOvLckkZcxsqisrEAKbKwECBPgFBAK1i5zMgYmoPR6++HQj9W4j/Xpez+F3n0Y3eiFZhSXoPAJhXjkRaTEU1fsXup1mC9HJGdQe2o82IQVJSCg2q7Xr8kmZhP3FVm65rDcnfvwef9znl7ivrK0lNjQUCcEgt9HUbIBIGDU0idhoB6UGH9988Bazp2RS0WrzX04mYLLbOJGbT/bRNXxT0cTNi8dTBlQbXRTV7uTWU/vQyV3cMGkkJbphAAQnp1NnMNE/KJhWSwfO/xGH2SwdGPW11JXVEJ85GLfThvgLNG3iU3qw9utqPGYfnR9sZOKlA5AFDTp7vNltozqrHMKkTJ55Q7ftBPhP7JZ2fIkRvHHrrWh7j6CqvZgnZ94KQFlLJVFOgR827WX8gomEhOrw+PxBUHbJcWq+XEvEJZOQ0I7bYUV6gdQWq2obaGnvIDevgMjwUAxGI94z/dwOHzsOgkD9s9/TdtdUJBEaRG8gmP+tEhISgsFg4IEHHsBut7Ns2TIulFhXdHQ832efoN/w3mTIlFRn7eFIQwNXAZk9Y0ECG9/ZgCI9iWqHAckZSf8r5s3DlF+ErncSh9/+lvFLa/EOvxU1UNLqoLq+HFVETypKc/HazJwy+rMofKER2D0O7EW1OCPl9Bk3GtWRCiRmK88Ej+Djxmqaan1o9Q3c5E6kDLB2utn53Ua8jUF4rT6CBybyxaefcGcIjJs2m03rNzJ10CB6ZfTknkdWkJZ2YVoBeL1efD4fx44dY+vWrSxbtozjx48DYDKZWLNmDQMGDCAvL4+Kigp/pgfw2c6tpMdHsGPzVrRyGQUoUZmaeDIShi68jz3r3uL2aYu575WHaayqoqcoMvXZNzj21q3UW1RU7D5JaLAKtw/UF2RkAQIEuBgIbM9e5Ey+ZwOPbzhFgdFKW/w0Zk+dzZoyJ6Io0m/abZQYDOw1Gjis7cf0OP+DtKyqCqfTR9igobTWVyPxevHYTF3a8vm8LFswAp9XwuhLLwURpDJ/kXV1p4PouFi8HhMWk4VjZfWAQFZBHQdOFmN0eenXuwc7ThbT3OavF3rm5gWYO01INXISekSRmRFNa51/N7eusxWPx8vN0ydw1diR2AUtNpP9rC8tZjNNHivVDS28+M7HZz8PqthHbtaPmLGgiUrF5rL+omwznUZPREwGSdF67KKdxuZOFi64/ezxbzcfollpJfdUIaNmXNN9QwH+g+rCPIYt+gszFs5kzsA0Nmzair1gOwASqY4fsw9x1aJp2JsLwG1HIfp/V7Kevflw2xZUkcFMWXQ9mamJF0x+1u3x4bDZiYwMJywkmGPH8xjYtxcApyqLcbvdpD08mcj4WKIiw5FIu98EPsCFZdWqVWi1Wq666ipeffVVqqurGTNmzAWxZbCbabYZefvYcWoUHtb9uJU+Y+YCkFsnsD6rnumLZ9E7sz8/nrLS0ORP9avvbEea2R9TRCq9V9xGg1tK7ZebAPDJRRwKGQU5eewqspKc1BO1wt9Hcvainth0bqpN9dx9x58pKa1AKpWhUysRIkNZIvZDpXGwWDMKjSYKAIdHTn1VGfXrsgjLTCY4Ipy+PQcDcNNtd/PVhm/YtGs7f3nmCfJPHCQt/sKkfns8HpxOJ59++imvvvoqnZ2daDQaAFJTU9m8eTOrVq2ipKSE4ODgs8G1Vh/BjOVPsGTePPoNGYxCHUeQPtQ/Vz6R2vomaqytlDU2ERuZiAB02n0IcgnlFTXUG1tRDJlL9smiCzKuAAECXBwE5PkvYi6EHP25VB9/z5z3NgEvnmfJ6AD/wRM/IXF/Lv21c7VEP9/y/K+fQ4K/41f0I8B54nzLwHfX1u+ZC3Hv+63MVeC+HiDAxUJAnj/AfzJ80jU4mvOYM3ksusQ03vv6BBqlktN3fMIdm6/C57ZhNBhpqK+nV++e7M+pgqfL2a3+GsPmLwnVh6LS67EplTSnDmWvM5p+ncUcePpxQi8fQVJiMtIOKQ+Pf56vtNvxiD5eX3EjYWoFI5fcyZBLRjOzdQyZw8bS3tBMUpiK6jYT6X0zsHo8cNseLv/HQKaOHkNVQzUVlZU0dlipM5ho+YeR73zvESoa8JjaKLcomHvLvfTdGUzzgu79RBNjYpjdM4rVz69CxMXrbz7H2vw2juaUdut68x57DcvWj6murkAigdCwCGxWCyeebuKS5UE41QrUsVF4Otqx+0Qa240Y3nHx4NfjMZg6GDTmUl546yOi42J5840HAg/tX4HfekDTARjvvp8N321gZkYU7RYHR5qtmEwW/tTWyIGJE8g9VcCTNy6hsqGBj7buYGnHuUK4AP9NXn3wCj58MxudrC+W5iLKGtvweN04091cMWMi2dl52N1eesWGUtJkxOfz0ZFqRpEvo09GKqPSo/n2SBFOtxtjp+lsCuz/xtcWPdJH5vHS2yd45s5refCl9zGazRSFNp7z3uLzgcfjwmVqw1ubjUkMQZvQi7CpMdzWZzSeDjte0cf8GZfyj8++IjIthjXFR9m1YjVHdm3lcF4xIUF6nn7/SxLumoDjrpeR9UtEFhKNIFciiiB63EguTTmnHy8sm01hp4VlozIwd5o5WtbEwJGZXPVLvoCfoPqTI0yfexXpkRFUNbfxwjuv43U6mfm3a5kWtwKdrYoxQ9M5UlhP4dCV+Lwip7YM4+M7P6R2/VomDRpGdGQ0O8qKqTI089wX3/ykrfU7yti66npW370QvEEcqmjix1OHWXXy2wswsgABAlwMBFIf/yBYzA76SOvwNhbSkfMDssqN+M486AtP5WJuNzBn/CSWXHE1kWGRDO7jTzMRRGh3eZFJpQiIqFRKqgqLkcllhGhUPPfizTwxbQBTon2Ut54CQKVSs/b1VQzq2ZueKWkcWPsuKrU/C99iMtInXkOv2GCGJodgtznQKvybC8nRkRzIyaW9uRlBkCGXgkLmT+VK1EuJDIskJiSYtGApPq8XmbT7P0+n2c6ts8fjlfp1G0fGh6OWdT9tTCIRaW6uZXzfNCb0TkenhDazv4DcGqrFJVXw9OVDuWdcf7xmG2qZX4Gtoq6R6MhIlt20jHdvu5zeSg8zZvzpXKYCXETsP3qAWUMyyBzYn/TIIHoHCahEf4quVqtlat8U9BopcVolC/tdmBqeAOeHD/5RgtYXQ4S3iekjh9MnMRbhTFKI0+HGJ8Lyq8czekAiSoX8f0gHCVzbL5YZ/Xvw9RN3o1Wr6GpDNv2KcYDIR6tWEpk0kCeX34hM1vX9UhT9aeq++lxEnwQ6yvG4/YqmwWolvROjue+hv6DShzGyXwJeqxOAxqI8rrnxbq6bPYNF8+fzwVMPAfDh2g24rO14O+sRzc2IpiZEd9etLOory0mL0BIeGYVCocVmcvDRN3u7PK87XDJ5Go8snsZXT67k2Jo3yP5qLXKFvy9mpNjAVxtfZ8nN8wnWaVDIBXR6f3sMh8mIRqVHHxJKUGgEV0yYiNhFiajDZufmacN5+cfTVHXaMdrsDEodeEHGFSBAgIuDQKD2B0GhDiYyKYnmtjL2HTmKR5DhOfPA1Ol0xMclsH7LZn7ctRuDwYjF4g8yLC0tKHzQ1mbkzQ3b2ZObj/uMqIIgkXDjk++y58hJNmw7QHrQGVsKBRJ8iAop7aYOgjSKs4p5Gp0anUqJwe5Go1ei93QgyPxBXKhOh8nrJSOlBxUNBqxODzq5P6DB7ebHH3bi8HrIOl3JqNEL8Hi7/0YkVCVB45TjqCqicMMHZPTIRHqmSLw7iIBE9FLZ1EFdeysKQH5Ggc9rc/DMjMG89c12ygxGBiZFnD3P7YVPNh9l6ayr+HTbSS6bMo7Y8AsjQx3g94dMoUAruKmqKCU+KQW7w0l7p18sx+txkV/bSHXxSX48egSToAnI8/+GqSgsReKwopJpUCj0pEWEckYxCZfHjdXlIre0gU6zC5UEfGfubzKZjJyyJj7ctJfDe/bRJyMVhHMrzapDgnnutVze3ljAu2u/YOPxenTyrjeiPB4PblMrn206QnX+KSzKVOQqf2DS1mHkmCOSot0/0FpRS2pMNCFB/nv3mLnX4XY6GTJ5KsUVNcy8/i4AwqMTkKqj+PFQOT65ho825+J1Wbv0w+sDtU7HoeMVfLTlOG02Nxq5ssvzukN0sJ4YlZK5dz3Kq6+9SUtzC9/saQKgttVIU/lp9q7Zx4DoRB5S5nFv8zoAypvaOWmxsX3fYd7Z8C1Wn5TKqqpz2lr79J2kxscQHZlGqtxGg12H8Rf04QwQIECAQKD2B6GP9wR4XWT0n0xccCRjokV0an/BdJhOT1psLKkJSUSGBhMXGktTsz+Fqi1rP0F2H1l1ndwwew6XjxiGqdMvtS94RV780yIam9pZcPk4IvDv9CtUSrwmCzajhcY2I16fDHz+RYdSqUQiFYnR+JA47MQofYR0+JXDRK+TCb16oJMrCdHI0aukaOT+n6AoCFxzxUyy955iwWWTUHSexOW0010+f2gJPebMRR0dT9rgfoT27M31/4o0u4Ho89FudtI3MZpRfXqTEhqC0+0P/B6eNR4FAgtG9KX8dCWXJIQhl/gXTXqVhNcevoV0rYaxybGkKjWUNxjOZSrARcTKO0bjdLqIDtGgUatI1wtIzyj0uZ0upqRE0t5pYmbPOAS3Ca3iXBV2Af6bzJ41BaVUSpDUhrWmgD4RQfyrzDonr4hBaQlkRGhwWe0MSAhHq/YHJlf1S2fWsD7kt3Qw9rJJ7DxwDEE89/dcX1BBTWsH80YOJ17iZs7QUVhdXQfxPp8XpTaUxXPGERsVTVxMOOV1fqGR2MgwHpw0gMigWHoP6096ykD69U0DQKXUEKLUULJ1ByP69MRQ5M+umJIZg1IuY9a4VCRKOTcunIv8TF+2c2Fx+YiJDGdIegTj+sUwND6SpLALo4342IhB+Bxu3nrwVuZNGcu1k0ayZE5vAFrtAmGRkYy/ZgJyj8htqx5jQ68rAcjZsYVpfftx+SWjWTbvGuLjIigtP3e/0A9unIhCEsTi4T05Iu3LwnEDidRfmAA0QIAAFweBQO0PQptqAMb2eioLDiBqteS3ebA7/Qu+drOJisYGCkpK8QpSympLcDr9KS0+qZvyNjPReiUdRiOtnSZ64AQRRLeHjV9uY/DEq/AIUjra/cGHQqXk4Xc+ZU9xCfrIFGqM5rOyLzqthk6bl6rmTlweH/VtDjw+/6Jj/aETnCoq5mRJKVaHA6dbxHlmUerzuWi3Wxg35wpKC3PQqSQold1/wCUlxkBVPo2NRhxmBUJTGZeMG9Lt69XXN+Pw+mg0t3PkWCG1xjY0Kv98PLB2M2aLjfe3HqOgxcbJ6lba7P5d5aCgYLbt2cugiZlERkfjkTnoFdn1QibAxcHDj28kKi6ZK5fcRWlTKx9nN/AvBX61Ws2BOgPFzQ4+z6vC7hLwBQK13yzTrr4JbUwEx8qMSJQxuN1uBgxMBUAplXC6qomqeiuNrWaarLazTdSzapqobu2gw+qis6GKYb3Tu3yj1nGkEK0uiH05hynKa6SiNhfRaevSR0unEXttFs7CBqp/OII5fwsrvj/qP9bRidvkorC6iU2fbEFUK7Aa/ZtK2du+xWBoZc/JIhqqm5HJ/LXD4WHRuDtbsNaU4dy/A7E1H+eZlPBzYXZBqajC7nLjdnn58XQN1e1dv4nrDq8VVfDCD3t57vP1fPTeJnbUWVCr/M8Wr8fFQw+spqmlnd37jyIIUpQq/3/sRHEJ3x08QH5YMLLUDD7YvIOZc689py2NLpb6NjP3bzjB0y+vIqumgRZvQJw/QIAA3ScQqP1BkAdFYbAosHQaCBYtOAQJyjNZhUcKyjBYLEyceDkeUYLDIyAR/iXS4UUVLBAiU1Jpbcfh9qEfORaf6MOHF+rt2Nry+XLrXmY88lcA1HIFf//bU7iR0GRoRaGQsuDqqwHoqQglRhdF37g+BEsj6BWRRFiQP7XGLVETExNBXXMzUkGCxeHCd2ZVGjV8GnZRiVGpQ595OdvzK5H9gpqywqIc8o7tY/jiFRz5cDOt1bloL72729erqG/E4nKz7XQdWW1NtFud/y72F0VW7z/FXfOmMH1QMhtLGlCfmd+pUzMZMbIfJUdOU1FbzwufbUGrDUisB/BjNFpo7Ozk+283sOVAFhKpFM+ZQpjPv99CsxCGwdiGSqWl1qfEaXP+lz0O8FPUdVYxZuIk7nvqEUpMlfSffyUff+GXvk9MSEAqCKSlh6LQSqhrt+AT/LtbPcJCCA7Ss/6llZTUmsmvrKMrwePihJ64XSbW79nPxGmjOZZzkE5f18JLnYXZKOQrscpqkA5OormynMUWfxPnogYb3x7bSa+BKVy6cDKrPliLRq8DYMryR3B63Ezu3QMPLlrb/KmDoujlyS+ycEVmIEsMYc+6Tdz9yvdd+pE4fRKCTEmn00Gb1YlcJcclvTBvnj789FMaOh04pFKU/aIYfc18Ghr8bVw8HhdaTTR7du5l6Og++EQPHpc/4FVr9Azunc5Yl5n8XT9iCkmgtbH+nLbWRS/GJxe4d94oFt90P60OCTqv9oKMK0CAABcHAXn+Pzi/tiz+rynP313J/O7QXf9/TR8D/L74qfYB0H3Fykls+cljxXT+r5/3Ivgnz9nNtG7ZOtd5f1i6IwPfXfXXi7EVwK85VxdizN2xFVAHDhDg90hAnj/A/41lnw5m3tTxDO43FF1YDBMf+AxRIuXkTR/R8/E0lBI1SEATpOHZV17Hogij3qLg1Jt3s/y2JSSn92DRXY/x8l/uJ71iMqeGnkKp1lKz50MmLbwRU84OXv72KH8f+N45/SiaaqX4h2+wt3dwuraeO556CokgELtBwd/W9WXezOkowhLIPbyHr/fksPueE9xQs4Wr1T6KCtYSqvCw5lANByuqaXrn132zMPL4S0SW7GDn5h0oBQljekUSO2I6701+j/t3zcBitDBvahpNtU307TuAojof18W99Kv6GOD3x4fJMUzplUyIXEpqrBqLR6QiMq3b17vsitWc7Gxl2uypGN0yPn77AySChOCKN/nnrgi2LC/GabNiw4HVZsErejG1Xoo8eR5uUaCs043TB1fPnMTdH30Fqp+2lfDCdwjfZbHi9js5dOgAuWUVlFTXISt8o9v+/56xP6Hh5bxIHr7iXZwdzTz/zFPcfMNsEla9xOzUVZzKep7IkCC8Pg96rYpl49O4oZu2Wu55DufY6Wz8agNH9+9j64EcVCoZNfHt53NIZ7m9WMlHEi0yQYZaLXK33cTKVCcd9z3DRquH7VsOMbvXEI6czkIa0cRb+YU8k3Q5m8sKiFQr0Kh1WJwOpkyfyt3fvs7BebG0tHfyyU6B400SjKiQSBQYYutZtfAVio7mUFR4CkGlobq0lMRIHVnd9D2hPZHxvUJxOr14JBp2nyjAYrbi60KM0XPIiFSqwNXSgNdpozU/l8pTR5n49RvcPXY5hYWFPPLII2RlZVFcXMyrReuJznWSlJTEtm3bMJlMNNTXM3/BAmy9zl1vvenJr7hl8VLmz5pBdVUVOYWFeL0iLd0cc4AAAf44BFIfLwL0Gg0tjQYcNjcen4S/zsjE5/XXRyRExvHs/Tdy+1VTuP/KUaSlxBITEYrJJMGnCyUuZRBKfQJDBmSw7E/3AyAIUnweD6P79sTnMOO22zl1pGtp5Rcf/SstbW2UFOfh7Gzgiy37+eqHfQCM7NuXWoMXhVxCbEoGHRbwuL3oNBHYzAZmjZhCn/ThxIfq6HCcqy3xhUEpl7B/5x40CjV9YxNpMElozvMvHTQKFSuuG0F6RDwzJk8jRisjKTbmV/cxwO+P2Wkp6FVBOK0G+uj0yL0uCovrun29qrYWPNYWBIOZ2f368fQDf6LF0AaA0ybgsdi4fVYiH+cuIS0oGpXSXz+TEKTk1nlTeHzJTMZlxHIq9xgC507RtUuUZPQdgkynYfaCuYhuI4kRF2+a16LDr3NXj+vwNjYhD45n7HVz+PCbgwBoO78nSquid2wwK2cNI1mvQC90XVP2Uzzy6BNcNulSxvWK4fkVN/HOigW4XBfuvrghKIG0tD68/+pTZCQn8oI0HK8o8MFbb1J7IpeHbnqYuJR+JIUncGRnFQDrjmczIiGcHqFaRvSIp39qEsdOlQFw3bte6sTreOeZNzn0xRpUbgtqrwmAHevWsmbDF0QgYWC4nDarBZ+l+8JSy6+agM3qYcX1C3jnz3ex4pophIRHdXmeRCLDbTSAUkl7YR715SXoQsIAKCgoYMOGDYSHh7NkyRIaGxvxer0gCDz99NOYTJ0kxMeSkprKfffd16UtmVTGoH49mTVtIksWzePeZYtw/AKV4gABAvxxCARqFwFRihDcDhdHjx6muLKTYYOSz/bOWTBlEBKvmwGDBvPa+kO89+kHvPHxar78ejVJUUEcPZKNIAFbu5GQmDgAZFIJHreLx9/5nprsIzjcAk8sW9SlH3LRxZffrEev11JwuogXbr+Gp+9a6D8oUXO4oA6bwcSug4XIETHZ3VTUl3E8ZzPPrd/CR9u2Ex8Wypj0hAs2Vz9FVEQEJocXlUTFmIEZSHxyLEYLAGGhIQTpQvlh+wEMnUZ0+mD02oDoQ4Cu0YSEECT1olbpWfnZLr6qcXP5uPHdvp5bK8emjKOsuoWi5jaio8OxuvwLPpfJyesHppJw6wB2f1DOY4/0P9vn68nlc5k7fjDLZo/gzlkjmDRlEufIzATgtntXEi66yd53gJa6StReHx63pdu+/9755E9ZaCL7kl9eyo7N62ncncvDb34JQEqcmlFJYQyODqKgrJnEYD2Cvfvqr7NmziI5OppTVh/Pv/4hNXUdBOsuXJA8KC2WF1csolfPHjz5pzu5cdowvBIJlwwK5arLbmblu2tQBofy/ckCtCr/a9j5Y0YwpN8gVFFJhEbEMjg1EdsZwROZREprcyuuoEhKC07wxDUzUQj+5cjh03ncftcKNn7zJSMnX0uYRoFM231Bjv2HsxE8TqwWKcdPFHL99JkoJD8jpVAQkGr0KEKjkcSlQ2gyYcG6s4fvvfdeBg8eTH5+PpMnT0YQ/OrAw4YNo62tndwTeaxZs4Zt27d1bQqB0NgE9h3KZu+RQmJi4umbmtjtMQcIEOCPQyBQuwi49c47yAjW4Wxph+JdqMNCkJ55UMVGRxEcHMrJrBxWLp6BWqEmSKbH4vRw+HQ5l106hpzt3/PYw/cQpPZnynp9PhBg5uB48rKLwO7E7e56N1fps3HDtMsxlZymf4iem66aw8JL+gCQmhLHPTcvRSJ6mDd9HI8v80skh4WEUWFs4+F504hUSknWudArz5GPdYHoaG5DLkB8kI7C/CZUMil5jf5Fh7HDwJE9u1h23TxiwoKQyVTExXS9YxsgwDGLBdFloqSskQcuHUJCj14E67rfRiJGpePvd1xHqkyk5VQheqQM698fAJvNS+c/SwlPi2TSTX35Yk0pkjP9D0VVBKqoKBqq6qltNXL9A8/RVb/5v99/F6rIaAYN6Ed0XD/mT5/OiD5J3fb9d49+Mp1HP2XguAk0HD3J1FnTEcP9m0oiMgpbbRw6XU+0wocsVIfb00X35HOg0Wm5/Y6bGQ24nZCZOYDY8LDzNJD/5Kb5VxIVHYOxtp6QsGBUUgVumY5OVwzCYTfPLJxOS10zK69YjCfKn1P42e79WJxuFowZjcJrx+0WaSgvAfw95O5fNBOaqyg8fpixPaLI6JEBgMvt5eVZs1j3j9VcOywDPFLaO7qf0hmkVfHBE38mTOFlQEoGlsZWQvQ/o5elTwSpiK3sNLTVEh2iJu2yf29I/vOf/6SpqYmQkBCCg/11nhKJBLvdTlxcHE6nk9tuuxWHvesG4D6Ph6uvugJ7axvjB6YimDoZNbB3t8ccIECAPw6BQO0iQK7R8NrarTRWNXDfu+uxtTSgOtMctSH2emrKSgixSPmuqp3KPdt547iV2++6G4vRSFNrGXGScIoqi4iOjwfA6XTgcrlJ6deHCZdMRNDryKsp79KPiMhYOozNrNmTw0cHj3Ewv4xNRwoBKK2qoTxvJ7KQSKqrivlm90EkEoHIqFQkQeF0dFQxNn00PqX2v1JYmXM8D0GQIJOLGO02ytpNaM78e554ZyNb9p9C8PnwuNzknsgmenRARSRA18hUQXTKQ7h20lAOIye/qJB3P1nT7et5rE6ysk8z/frFzBo/HYlWQVpUNABLrpuIY3I8XlGKoNax6HQr/cQzmx6qYJwGMy9ur6Gz3EhwVDyi5Nyv1K68dilTlt2J2Wlh7VufoAyV8tbm7G77/rtHvpCGaYtAImPw1VewvuI0DlcuAF7Rg9PjJVap5kSTmThHFW5v9wO1yZdfTs+0ZCbefD81Vc18+u0uVCjO10j+gw9efB9tVDghCi0epBywj8InlaFQRPNFv94YnBAeFkz2J+8TlHscgNH9UvnL5+s5UXQKn9vGY59+SaXRn8khxcHxE/v46IUP6Dxt4J/bt+Nz+N/GKlRS1u7dyHDlUNbs3EyT00BC7C9oaeKxU1hTh0Ktoij3NC1mM8YzrRHOiUyGq7mejoM5SLVBBCWnYa31p24KgsDHH3/Ml19+yYEDB6ipqUEikSKKIuPHjychIYHw8HBEEYpLS7o01VBTjMVmRCZToFTL2LD3KA5XQOE1QIAAgUDtouCjt17lhZef4KanHufB5UvIyznK/nf+AkC8poV6VETMncyi6XNY8qcHmd4niqrqMvRaKUvufY6/f/Q6DzyCjcWqAAAgAElEQVT2Ahu/2gCAVCLFbrNRq87AIrSzYfuPpCeldOlHcmoPdh05yKwpmcyfPIJrH3yQ9HD/TmRjUztKpRpbswtji4WvssuRCgJV7bUMGTmbld/mIwuFmgYr6RERF2qqfhKbw4PT60MUVEh1GsxOB0PS/X7cMiGKyGAtl1y5khvueZqPNh7inksDaSsBuiYqvD92h4NGp4trr74NqdSNWtv9BXeMWkl5YSVZhw9gkNnYezyfU4Z+AGy84kMib8hFzPwBwWvD9fFiRkdpAKhprMVit/HSjeMYNXcgcqUKoQvhquM7NxIWG01TUzVjx43kqY+2EvQLeh/+3glbuA1LxBVUNtXT0FzNzuwWwh/z91HbeqgQt09k7oxe1JkdPHvQxHMHun7T8lOYjBbih04m5+23kIkODFYXQmz4+RrKf5CXMgN1VDy77FrWrfuU9ppifB4PtowZ5P/wFHvr26jfFsHs0fewqMc1ANgMNv581XTMdhutZhv3XDWDKI3/96FRSbjx3R+44YFrmHHjeH7Ib8Hj82d53HnfPdz0/Bs8V/AueSV5JAdHUNfwvyuW/hyKaxrZl1fMqeJK7HKRJ95+jxh110Gy12xAkEsJGTmIxuoyDm/dgEzu/29OmTKFDRs2cPjwYe666y7A30y8f//+VFVV0dLSgsvl4tixY+i1unOZAUCtD+WVbDdR0WrMxibsLgcux88IJgMECPCHJyDP/wfn15bnD/D/E5DnD/BTnEue/1wh0rluiueS9Z/4E3L6F0J8/aKU5z/fdFci/teU5/89yMf/VtoL/BS/hzkMECDA/4WAPH+A/xvvVtzC1JlzkSnVOI1tNJYd4Z5XvyP7gVLmb1qA3mrlkeGD8YoChwvy+Gt+PQ+98iL56zZw/9xRtFp8iE4bte2tXBP7Z3xXnqZ38nj2PnoDPp+dzMc+wieV0vKWhee2TCMmLI7YoChMDiM1LbXY4hJ5rP/bTHq1Dwp1LLdOvY7w8HD+8d06BHk538w/wlccoXDv21hNHQyICub9fVkUPVqA8Y0bSKjdwzvXD2HC1KlsfPdTFq3Nxfm+C98iH68sGM6wzIGEp/Rlz+Zv+SKnlgOPVPJB3VMkxiXTo2dvbFYrlTXlzLzhJoTP4NkDNzNn8Y3olHJEuZry/BwmL16K8Bm8dvROpi1YilIpQ5CrqWuu5RrrVNpeux7liW+57bbb0Ol0pKWl8dJLL5F7/3F8i0SeuG4iK+YvRhMZxdbDu5h1/2tI1v7GFwgB/uu8HR6M1W4jPliPx+Xi0gULuXL+PLImTyd97dfEudtx2yzYWk0o33ufY61tNA4bxeAZw1k6fyEyqQxzyV4OV7SQfeeT57Q1al0SCAILNAcozCvg8627QKLEsvtJymOX8tClA+g7YjKOhmLu+ngr/fokYNnxFCs2OXEf3Ua0Qg5eO6tP1eBYt4IZJ+uZpYgnLDyB1sYyyitLefbt1bh3vf0rzd4fnz+Nu5sxY8bQp08f5HI5y5cv5wvjQUKf+YRDBpHk9B4gyLBbLbTVlDP25aUXxA9ZnoRXH1jE1Xc8ilylpfjoTpL+vIxfX9apG+SKXDdvKrcNDGPEtDmMvPZOjlcYYIhA/VOvYjXKqa2owe6yExyu42TZcZYf3ELNN0V4HTZcRUdxOh2YDCYObdvGg9UHGC6/hKSkJG644Qb27duHwWBg1cm1ROc4EYCX/76YxLhkFt76NF4fuAb4yHluHXc+/jdGJEYzsM8QnvxoDZdOHMcH/+35CRAgwG+aQOrjRcDQgf0pLSnGgxK7V0ppvRmEf0tvT4vWY0OK2Qt6tQIVHl5au4WrRqTy5OYTGGxWPskupsXkz5mvLqonXCVDGRaGRh3E+8smoVP7U1r2Fpeybu8+9p44zIGiPBoMBnRnFLvSevVmsFZDlE5BQnAQdy+9nuSYf6UICvRMimLmyEwEpYIZ/Xvi9Ypo1Uoyo6WUtvoQQmOZs/IuBKk/ANr16dtYBAWxiUmEqEQiI3UIMv+4yovLUfi8uLw+VAoFsZGx/Otlg81kxWtzYbW5kMtkNNa14D1zTOrxYjMacdg8SAWRmkJ/TcKyZcvwer2YzWYSExPJysqira3t7Bzec8u9yLUh1BUWMm3a/AvyPQb44zFtxjQentyP++ZcysA+qcgbKxkweBgA9Ue3UF5RRb3RglWjYmtcDB6pFJ/PR58YHRKfHU9HAy5pJL1if7pp9b+QyWX4BBmF+3ZhaDHQPy6ecJVfEbK5owOlJoRQvQ67JhSdUkFhk1/AoSYniw6XiNvrwO3xEKtV4XG7iIyKpqGmhnWfv094WBSbNn+P0xLY+zufeDwe6urqaGlpwWq14nA4EEUQBIhJSuHE9xsw22zUHD2CWn/hxES0agU2h4OOlnqkcjlhsb+v1O6WyiJiB0ygMq+aDx+9+ezn23fupt1gpNPYQUNTO831dVTXNQAglUoxVJbjE2V0ttuRKBUY2vwtBLxeL8888wwDBw5k6dKlnDhxAo/HiyiKKBQy1MpENJoEXrxnEb4ztl597VncZjNWt4/i4hNcd9k4jmQd+7WnIkCAAL8zAoHaRYBCqyF9wvUIPi9uUYNOAJfj3z18Mnv2J0SroM7pRqNUcU3mUNzyaPqkxLIkM4PM9DgGpCaSHuevyYqNjWHWqEsw2uy0tbcxuFcvzDZ/EBehVnDpJWMI1mvpFZWAVqnCZvfbqigtQRESxonc3ZRVZhHR2UT8mZIWqUyCyWBAlEpQKpUE63R47CaCZCKRHhdzxl+CTxfF7i++5bJUvyqeOjiYYSlq0EfSfHo/LU0meob7JaonJSaiUYVgrWlDqdATHp2AKPijMa1MjrG+jeaCMhpzixgwbPjZ99QDBmXSWtuBTJTQmFfG4N69ADh69CgejwePx8OECRMQBAHhf6SuyWUyjlbWoteoECQSxEDWboCfwRCZF5cqiMK8XHpp1aTHR5795Sh8EnT6SNTqIDrq2+kbFIbG6UIQwGVq4atPP8fnFYmIj6exILdLW5emS0kPlVJe6ySvogmXC2Jk/sAqIz4OmUZJUfZRlBIpM4f0xnxGcEHnMKB3WWixetl+qpjBo8YgkyuQAQOGXMKipTejiknib488Tbvl4pXnvxCoVCoKCwtRqVRotVr0ej0gIhFAplARmTyACG0w+sReOE0XrqYpNEjLwMwRpPUfwd8fvAtd0K9fJ/xLWHjFXDoKThEUG4nc9+/WKTExCRgb6omKCiYyWE24PgjVGTVOn9dLcGQELpuNdocPpS6YCROGAyCKIu+//z5JSUn07NmTK6+8EhDxIZKQlMCJqhYUna2k9OhBRpxfCEWQyHnmjrsZ1asnwRoNaZHxNHUG/i8BAgQ4N4FA7SJA6vMgazyOVBmEaChi+PhLWTZzzNnjJSezKSkqIMnZQVNjPUkKJXa3QGtjK15Rypptx8gICUZ3JtB58N4Xef2HXYRIfOQ1dXKgMB/NmSLxPsmpREmc7Dx+im8O7ic9MhqpxP9gHD1mACmCCTV2euh85Ofs48hxv+qjIDpRqmDz/iOU1TdSZzFhsDpo6HSgCwnhw4378bSXM7RvHLuqrACMmrOIFouM5vxDpKT3JDFSS7XNX6A/6bHH6awvpvjgMb559mWUUvvZBfCYwYPxmRpRhkQSlBxNQloynBmbweRAK7HSVF+Hx2ogZcxI/+cGA4Ig0KNHD1asWIFKpcLl+vfCyOewMiRUR1BKLwSRLoUYAgQAePK743Ra3XxU2MqOyjZ6X/8wJwuqAJB88SOlh3ZxZNcOCrL2UHcwC4/Pi8fj5XB2ETNH9AeXCbG9iqQBl3Vpq6BDhksu54aVN5MQpmdAtI7YeH/yWnrfAWgkSkxuEOydbM0rIznWrxb5yZ4csoorOVpwioqqOgbPGIPX40EQZCg0IXgRwAvmtkYUmsAGxfnkpptuYuDAgRQWFnLy5EkeffRR/waRCK62OizVZRQePoKlowOpx3zB/GhoNRIcFoW5vZm/rnqT4WMnXjBbF4KxPeKJjg7HUVSGQvHvbJKiPXuIi43H5dEhOhVIZUqClWcUJkUBhT6MtuJqUkNUKEQRjerfwiB//vOfefrpp9m/fz9utxuZzP+cq6+vZeHwVKxVBtyGZlxe/7Ng5YqH8DTkoxfcuB0mOquyGRXX/VYcAQIEuDgIBGoXAQ6HF2NbHebyPCRSDT6pHLnNn7anVatRBgdRJ1fybV4hPiQUK6PwdjqxO9z42tqIqDJj91p584uDAGQd3o0LkZ2nCxge35u3tp7EbPW/NStubmVfaQm9+/Xm+ptuIbeyHKfXn16lcIkca3cRFxfGttwyKjUSFFr/Q1GBmeWvfkasQoZG8GAw+lW+JBIBr0dErxDwnMxm0iOf4fP5zo7tZKOFSqsCk1XHj6fb2XbIH/jNSJtDad4pkkcNJDw+AoPJjc/h3yld+MRz1JeV4nLY+PBvj9LZ0oLnzNuDnTu309nRgbTRTmV1Ba1FBQCIPpGUlBRqamrIzMzk+PHjZ3vnAOgmz8cg8YHZjih4mT+m74X5MgP8odi4bRNVXh23junB+NQoZHIZCo1fibHTYmbHdzsoLylEnVfOB04zAgIqlQKroOH2Z95EFRGLTxmM1dL1Ij1M4SRYcLB9/TeEaUAh8yI7o7S398B+zB47SXFx6KOiEFw2Wuz+3ogrX/knA+NDyQgNoWdCBE/99VXsVjMevLhdDszVTWRv+pINu7eRnhh94SbrIkQul5Odnc3OnTt59tlnz7xRA0Pd/2PvvsOrqNIHjn9nbk9uSW56gySEFghNOkoRRQSsiIp9rbtWsO7aWbE3VnHFXrGAIiqC9N5rICS0hPSem+T2NjO/Py7ruvtbEjcI6jqf5/HRZJwz78zc3Jkzc877VhCTls7hwgL88VYeePzPeJobTloc/bplsHPdMgq3rWDH8nm0ejqesfKX0O2KB1j8xWoeePVTymr+eZyUtESCUpjrn5nF7M/nIehEajQ+IFITTdBqCXsUHHWNYNTx6OxPgUh6/vnz59OlSxcaGhpQFAWNRkRQIBSSqArKhDqfxsGSCsK2SF257D5jMMWn0OJuQuPXozNHceeMv536g6FSqX5T1KyP/+OEuZCgtAAgSzIavR5Ro0fUaKn2i1iDzbg9XmIMekKygqLR4Q0FQReF4vMTFxOZXyYrCs2tPhR7ItqWamRFQRBAr9EgyTIhSUaxp6NzVhOl16PV6pDlMJIko2g0uPR2rEEHfn8Io0bEoNfS4vVj0GlwRyUiNFcTjUJYp0ErCngCYRRbMoLPiVUTRg6FsMRaqGloRUBAjk3DHmpEUY7tl0bE6QsSbTbTqrGiba7HpI/ErRFFjFHRBF0CLRYTNl+kkypJEggaoi1mAk6ZFnMUNl8jCiCHJWRFhzU2mvqwHnwtEPQBClqNlrAUBgTkmFSMnnpEQcQWbURRFLQ6Ha1uHy5DrJr1UXVcMwQBbUIiGlHA29wEgoApJg4BCNbVoo+NwdvSiqjRoDEakUIhNKEQAY0Wm81MOBRAq9Gi0WqRZRlPY3ObWR8nBZaBIKBDIuhxE5IkBEEkGGchXOck3h6L1+VCI4DL50cRBXTJsUR5JGQE/K4WzFYbzc2taJNj0PsDxBjNKJKEPxjA6XETHWXCZ4lSsz7+HPoL+KzxaDQiigJOpxOzORqTu4Ww0YSiN+FzuYmyWJGkMAGvB6vkPylZH+X4ZCRJQhQ1CKKIFAoiNjei2fMbuESPj8yn8zQ3odWIIMvobXEI9ZW0aPUYTdEooRByMIygi3TOTB4nUlxyZAh7OASyQigcwuf1YxfCkJROIBDA5/NhtVppbm4mNuynOhQ5HgJgj7HS6nQRlgXSdTLBmES8rc1otQKKouAJStgsFkwbWn7Bg6NSqU4CNeuj6qeLdBTaKhYae+yf/8RynJ9T22jvPy8T5sJfPHdyVBpPo9uD0aijrrSMHrVHeO3CuVxnqaKx+jChYJBYeyI6SxxfCPF4bv732H4c0/HnSVwx+0viou3kpvUgNjP3h+GXl66H83yrqa6sYuLQ09FIMuv3FVBVV83mOQ+30WZbxynxP/zOeNzYVL8v1/WIIyMlHU3QQ6PLjzUhHoOoRwOsRkKQILN3Hm6XB41Rj7u1lYHAahTkpATGdUshv9pNZU01oySRmW0Uwp0//CzcYpjFDVWEFQXZ6+bKTr0o2ryKRT/uxP2oVNtovufyxjg+nvkaI9PNhCSZIw4/5959L69Qw8iFnzMkPpnEzr3Zu3At9i4i76eeQ5RlMuaBA+narRsbN26kS2IiZrOZhFWrWOQ8wo7v59MnMxaN0YwsSXgaqnjn7P5qJ+6n2q1g+tGPCT/6739cuHU/+vmEKtj1F3g6tj/Z2dlYLBZMJhNr1qxBo9HwKCDc9zc+fXYGawuK6ZNu586nXkN46tY2m7w5xUROYhw2vRZZo+PsYWPx+n302fIhhWfeRHJ2FjqTCRSFYChAXUkJucvf4oZaPSl2M05fGLvZgFZyE60oTDf4uZ5e6CU/PkcT4VCQqEFjea52ObFT/8RmJYuBefFsnTmXAddfiCbVjOHPU3/ouEb/hxhjPr6DF1/7imYhljB+KkrKuGjCmVySv4i39L0oLjtKlwQNOTmdqCorpdqj5y9CEd93HYHNoAUpSE73boTDQYQv3mFVxjC8ThcNR48gt8oElWiGnzGE9C0L0a+u+5eS5P9+dVWpVKr/RO2oqU6ZxfMr8Nffz5OPzqT6SD6LS7Zxkbyb15iLcecnzDt/JNq+Q5Aryrjjvc/QDc7r8LZymtbTsD1MXJeubJxdwGXTpjH89DEAWHd8iF3WMyW6B5IEo/JMPLlr28+1myrVv+h3+SWM6JJF16w8PL4G3vvgTZoEPXHAAUXg7WvOI7NPfwKOVrYVHeClVZsYCDQmJvLmDeeR0q0/o8uKmPzXNxnJ8TtpAPHpmdy1+mvmPnQLad16caD0ME+/9kG7XaM+DgMXHyjizNxraT5aQGFFC0+dexXm/OdxflpKdn8f8sJ8cr0CX86qwFg4jipRZPnu3UzJyeGRzz7j448/5t333uMBYFjQToohC+PODUTZ7GAw4i7bC2f3/3kOqupnV5DSE/ugkeQMHIjVamX1hgJEUeRR4PonnmR0z1TO69OFHv36ExhxDkajqc32Ks2J7G3045YCDExPxB+00S0jmz5boC5nIOZeuWjlMBj0hCWowUwuMK9FZGxqDGNH5FFWVklRq5eYsB+ko3zlNTE6N5W4iRPA7ebjN+fx1zwN5A2j7sktPCwMo/uf7mNhvRalVc+L7exzSVwC3wqdWPTSNEoOHGDCQ2+y6KsNXJIN60mCzgk8+9ztEPSyY+Matn6xEZxFfFpYzUUTR5HdNRdjvwGEZBn564/ZasukePdKHjvrdPQagXX7ytgVm87En+skqVSq3x11jprqlHn0iaeYfstdfDb3U1ZvLaLkcDGPlEbe9lVWV+IUTBxctZVF2w/h97k4kZGvwztlEu1u4UhxIYrfzeMPPvLDMo0AFrOd779fxHuffkD+rp3ccZmaUl91coRr6zlSfIgNm5fhbW7BEhXDl0sjWRqNeg1765w0Vdfw7pLVtLgkUo6Vugh5fWwoaaS+uZr3V+5m8pnD0BnavjkGyElMpNTRwuatmxDCArdNaf820e/zsM4h4Kko5EC9gwMNLfSKizzzv/+8HJ59/xDfrK6l8mgrjeY0amtbUWQZQRA4++yz6dq1K+PGjePHQ+kz+o/k/Tc/IX/d17Qc3Ynfq15ufs2qq6upqKhg+/bt7Nq1i/Hjx/+QMMnpcdPFHkP/EaPB60f/o6QaxxOtAY2oxRQMUVfnYMOqhVhskRICiqhj6ivfU7B7F7V11dz50QbC4cicyIuH96BLVhcKDx2gxKcQbbNgiYkk3TAoYcor6yhev4Vl81eAIqDIMkFvgHUXX8r9Z4e4uI+RB8dpeOHOfu3GOO+T5Vw78SK27ylAyLuCe6aMweuNzPecc/NgzuqbxsHNW5k3/wv0coBO0ZEsjdmZqTQ3epDR0NzQSENdA4oso9EoZMVEE1QUZFEgt1MCQVF9Hq5SqTpOvXKqThlbbCzWqFiuvf5GuqYmEi3q0WkjQwQnD+1HtEWL0aBhbNc08jJSTmhbX3zyHQ0OJxeNPYcB3brSzajH2eoAICUxiYy4ZM6/5HrGjjmHddv2oRV+A3MtVL9J1gQzg7v2YnDeEPQ6E2OHDaemOXLD99bF5zKiWzpSawuXnTGIAV2Seen2PwLQ7PGSYzFhC0jcdMZghnXrgqBIbW5LURQenDiBzqnJ9O3Ti6xOqdgd7X+2TSYjN48ZjLOxmkE9e3NmVzsXDomUpiiPLef+K/K47srTCAdl5q54n6SURBRAr48M5tq+fTvx8fGkpv5z6LNGJzL2nCH0GToeXcpg9FFqJtRfs2HDhtGpUydkWWbAgAH06NHjhxIkk2wGok0GJEcTwfomWkrbLwcRY4miV3IsE4f05YwBvemeNwxRiNxyxCcn8d4t55GkBYvfx/OXn0F6dg8AEvQauqYmMHLYIM7slkbpkf20VNcAEPR6OfeSs5kw/gqu+dMUFEVBFAQOfrOBOI2HKIsZnR6s8Qn/Uiv0eF5efpjx/eLp0aMPGeH9ZBi0GHWRa9L2nXVMPWsYPYYOZcyoc4iLjcMTjjxE6dM1k5zuPbEYjBiN0ThbWlFkBa0o0MOqR6vRYbRYsJiN6H9Ub1OlUqn+W2pHTXXKSJLEyuVfU5q/D2dTE4X1rYhSZCiX3ydzqLSSL5avYcXBYhRRf0KZZMrrfBwpL2P1kkW4oox4Q24mjx4GwPL9BfTqnMDK7z/H01jFTVdcTEND7c+whyrV/3fr03PxIiMpIZpbGlixZQfKsTK4k+d+TU19Ha2yjgaXRHVtDbc++wIAegGWFRazdt8RyiprCGogJLX9V6HIMhRWUl1dyvpV26goL0ZX4Ww3xmAwSHnxQXZWujm0bxfFlU088tUWACy932XOx0W88GY+Uljig5tvBymS9c/j8VBQUIDT6cRoNLJgwYIf2pR1RqoP11FRcJia/WtpqDvaoeOnOjWmTp1KVVUV+fn5zJkzhx49eqA9VmfvulX70VoTcBWVEpOVSGz2ae2219TiQvYHOFRRx+It+ehd1eh0kVl1vvIqYioPIoechN31GA4U4K0sB0AK+CkrPkxNlYOwBN1zh5HRLTIMvvPIoaxesIrXXn2OT96YB4AYG0tDTTUOKQoZhe2z3kXQ6v+lzuXx+H1+9u3dwZZl3/HJR5+yalcB0rG/zQtfXMKhokq8e/bh2LePytpaHL5IR23Q1dNwNjVQtG4HTVVlVNQ1IMsSrQGJyi55BIMBDhxooKHZjS/2t1VzTqVS/bqoHTXVKaPVGsntn4fRJGK1m7CndqZLZmToY3NMFkv2HuSGcZOI0mjxW9NPKOdnWmIccWbI6dudHMHPV7sKSLBFhuuIIS/LCndjMpiJS0nD5WkmKJ28YrGq37dF6w+zbX8Beq2WaIOZJ+Z+h90cGcIoihqONjpIMGsw6mUKSqpJMURuBvVaWLhrPw63g7QeWRSPvIuAp+1OlyxLyMhILgV7kpnquib2xPyUtAUKc/ZWMqnnKMzWZA65RSbmDQDgqVsfJCnWQIYmRG1cJn0nZuNze4/FL3LttdeydOlSkpOTSU5OjrSmKCCGcTbUo68SUJrDlDb9tlK6/94IgsChQ4eor6/n22+/paSkhFdeeeXYUoUWVw1RfboS1GqQfkK2aEEQ8AtQVNNAcko6YWsa6COfxfCIcRwqKkIW43ls1ge0hFph5EWRZaJAfZODDdu2c+joYfyyQKMz8tlpOljC3v1HSMtOwXGshIvcVM+Zd1+Fwefhs60u8m65hsaSIu6Z1f6845TUDG59ZwlhMUThoUO8sXInUcfKY/Ts2pdh93/C8rv+Qq3XQUJaAjfeF3mIcv3Vl7Fkez5NbhcPv/4eviiRUCiEIks0hiR2ltZT723m00o3Sjj8X50HlUql+jE1Pb/qlBDmdmy9jqa378j21FT6qpNhxnGe7Lc/MOs/e7iN7+zjbQs4bur+0Xx/3HXq8B132RXCxcddtkpZctxlatbHX6H+HRyW2lYpgI62+XP7tcT4c5dNUKlUv1Zqen7Vb9P+wgd4OZBERUk5f37qcV6ed4C/V68i/YwH+ajpT9RU1FFR7UArCyzdfZQjd20Fjl9Ad//+/QDcfffdrF27lnvvvZfLL7+cvPzeXLXoKoRwiD1F+5AlCUezB51OR1mFOvxKdWpde2AjDY2tPPPU24ixdh567mniE+JJ17W/7n+y++N5XHL/dGoaa5FlgWidnnfmrSX//MFt1lE7nguFc4l/9Bq6Z/XBbolGi0RlXSFPLlhH0Yp9x13vO89Rrss7gwGJeiaPziKktTDu6r9yY7dKxP43IXm9xFmiyOiSzSV/mkaL083L5yfwxZOPc8Zlo7hj0s20+gIMPL03X3+/n4Kmso4dENXP4pLsMzAZTdwzfhR79haw0xtEURRm//3LjjXYRsfkm2++5J57pqEIGpBFJElBoxM5El3Cnj+/jv9QIUZ7BvfOfJSkOBvXXXQWZy+aS2jXYVY98Qif76pGH3Kzp9XKQs8G1nqTKAwY0GelENa6afCG6eHQcrsxv80Qa5a5+Oi+Wwn7nby9YCmSJYZ1O/bROatjwxU3ffsma5Z9Tu7AiexYu5hBwwZTVefg1i/fYMWaNTTXVbD0gxcoqmzh2rufwWDScq2ayEqlUrVB7aipTpnu+m4sfvVueqQkcd+5CznruU1M37IWeJDG8mauv+BqfC0NHK1u4GDjxxyS5Tbbc7vdzJo1i9tuu40777yTm266CVmWoddTCAJIcojz+w7G526hprmWVYdKTs2OqlQ/8vG3ZTSVbWNY7840Njbx2NTJnDFxPPfe/5cOtbdr1x7qHXV8cqCsOHAAACAASURBVNMF9B0yAr/XxeKC9ScU4/zvv2fKBB0pFhuKqEUyxdIrvlOb67zz+pNc1tvK5LMGER2fQq3Lyfalr0G3C6isaSA3LZHM9E7YoixsmP85pWVVcP5D7KyupuXxJ3jkmalk9x9F0N9KQvXfTyh+1YnT63Q8NnUSOqOFUbZY9n34CVJqWzUzO+7Jv/4ZjWggHJJQkBBFkMKRmRjhffupb25ArCpl+nmjqa44jOdYQo4Nr79Mt0uncc/FNgoLjrJx5jRkUUFRwgS1Js4Zk8nBsmbKi2pYi4fb24lj1uRz0Qo6pr34DNfceS+VRXtRlLavO23J6HshyYcKyY23M+Dae2luOEJJeaSgdWbnDO6+8gI2rtuIo+oI0x96kO5DzwK1o6ZSqdqgzlFTnTKuqlJO65YFgoQcDuN863KuG9UHgOH9hnFg3y4WLPyMd+bNo7Tah9n8n0qU/tOUKVMYN24cGzduxGKx0KdPH5zOyBwehci754J9m9i9fyf19dUEg+pcAdWpl5ESi9HfyPrlS1ixehVRGpnkYFOH29NotJi0BjaV1FC+fw8ffLuS86PrTyhGg0nPBwu+4PX5C3j5/Y/wBxUuGdN2wghTbBqDhg+hxSkTrU2kscbP0YrIfuVlZpOQkITDGSSsi6bFbyI+OfKWQqc1oNVo2fLdbvwOB+akLJJajldMXnWqRGk0bF65hl3b83lmzvt4QyE0dLzT0pZgWGRsr0QSTQqiVsQepUUUI+n5tdk9OLBnBzU1FTj9EJ+WhXwsic7nCzbxyuerCfjhjY/nkJcYuUY4EzIJCSJzd1ayrriWen8A3094uXy4/Ch3PjOT1oYmaiqOEPA4qdx1Yg89vvtmKRvW7KS+qpaCveUkmiO3WQ3lVbw6426WffIa+zdv4LpzJvL1vC9OaFsqlep/n/pGTXXKFB09Qo+0ZOymrhSXlnDleWNxyZF0476qo2TlZhNvmsCwwSE2VRVwv9cHWI/bXnx8PBkZGSQkJFBfX8/kyZNZtmxZZKEkEQj4yenSm+qaUtx+D4LcfvY7lernNunsbKp2mJk06TzcThceRz2pcVEdbi+jU2fuOe90xvfrQ7Qlmj9178thMe6EYtRoNIwYPAKNP4BJq0H0+ck/UsaQNtbJ6tKDTI2BMwYPwOf2kJvTielvfAOAMxQmwxCFlxA9B5xGc2MD+as2AbDx68Vc8OdzaaluRgwHkH0ePDe1tSXVqeALS5x13mQCMsTYolmybiOhkzSH3eUOk5cYx4SBeTzx+So6JSVi8zvBVUFLMEz/vrmEBQlRAHdrAK83krymtCHMW5dfga61gYfufIbXnrgOjUZEk9KNcG4fsuW1JJhkonp35s1Fu6GdsoOTr7sBS2wMOpORYMhLVJYJY89hHd4vWZa59f4nyRJEgg4vw4aP4cppN3KlCeT9G+jRbxDaIfHs37gSU1wyZbVq6n6VStU29Y2a6pTJ++ZdvAE/+xoa2FJZxfaDpewvOgJArbOF2pIalizfxJ4DhVRX1aIR2063cOTIEfbs2cPs2bPp1KkTW7dupfHYEJmQFMTv9RD0eGjxtCJ5vCCcnKfDKlVbWhodHDh4gAMHC9iwM59dVY1UWkZ1uL2SknL26vtQ52lGe9og6ppLSTntzBOKMTC8J3v27OCrtVsJG+N57t13aXa3/WAjPi6du198l0BrFauW7aChsZ7u/SMdrqqmZtCAJiRweOsuJF8L245UAVDXGqJY6EyM3Y4v6Ofp+15gz+a9JxS/6sQFwyGKS0polIN8u2QlmAwo0sn5zhQ1CjsKdvHqm1/g8wZwut0IcqRTaBVFGt0u9izYhCEmCVddI5I78qbWIntp8jmY++Ei/jJ9CqVHywiHwyRKB9h74FvEoJ9CXwxLDlQSjm//YUj6oHG4nU68zc04nU00lVeybsWKDu9X+eEjSJKNqupSPCjUtzi468FXAZj23PN8O/9dGqsPEyjys3vZN2i0HU0ppFKpfi/UjprqlLnwvIv5eMN2BmR15dFbbmTT/kLC/shwl6DHx47DZdjTomg1hVi2vhzamSvg8Xiora3lxhtvRFEUNm7cSGJiIgCSFEaSwgSUMH5fkNZgsN0aVCrVyXD1Vbdy7xsrcflkgojUNQeIz+ze4fY6Z6SyfdtmFh8I0LBuK1sO1LKvqPyEYny091hqXGEUxcim7fvQG3SkJrZddN7l8TBi1Jk89tEKJkzqiycUwuCIJPipbmzC6WwhNtFGQk46cWnJKEJkAIdWo8WW1onAsCns9GRR0hjN5AuHn1D8qhOXlZ1GAxrcWwuRTEY8UaYf6qj93PQGkcQ4M6PHjcZq1hPS6dCLkW09etvdPDF/IwNvmcx38xcR3HmQeG2kZMWReif5TSLZ484lWFdHQ4sfjSiSbBVBEPnqaJCA4KKosoUjNa3txhEIBmmqq8VgicKgN9Bp/JX07jOgw/vlLVhMWmY6O9YvpWlnEXVl+aTKdQAIosj02V8j+X0kD8jEE/Bx/Rj1TbJKpWqbmp5fdUqcjPT8agp+1W/B8VLmdyRDY1vtdbTNWW20N62N9kZx/BT8YhvZiY/X4ho1bf8vp6009ScjrfyvJS3+8eLo6D53ZL/UtP0q1f8aNT2/6rfnZHSQ1E6X6regox2y4+k3/UwSBmRwzW1f8dYfJ3H5KwtwBMM8LIcxWewoikTv5EQuGT2GF7/5jmE3vMroZybjvnAiNc1aevfvgyAmEQxY8JntBIGkh/9AjGDh7P55vPbpAt5bt41lL17VZhzPPL6QPtNnIiNw9M2H+WJLJVdeeDpfXvMXek8bhyHg5nDnYdTU1zE2eJTqsIbiOet+9uPxm9Zf+OFGPSE+ju6dOrOzsACfP3hq42inMzM1bGbKVbcQZ7XR0uSgsKaa69bNI2Vfx86l/mgs702fRKNL5vWFm5AU2LInn7iRVpRNrQg6A0pLIwT8hKsr2bfsCwY89Opx29s/61Gqeg7l0mvuwu9rQQ4FefOVp7nu77e1GYepQEOv7n3RGI1YzBaKCrZT3eRA6S+w4r6HSU2Np7WhFb/Px84tB1izeDWLSluO36Da6VKpVD8zdeijSqVS/YaIGg1ag4Glz02lR9/ufHnHmej/8U0uBREFhYsH98IkyAzrmUXhpg8A8PlFhuVYOS8uyMWdZAbGV+PSOADIP9jE6bndMafl8Je7p/H2tBs5WlbaZhyOo2VICGyZcRexWenc/Zer+XbpZgAeWlEHfaZwy8QbmT52EhW6rry4vv2haL9XHq+L9R/O4JM5MzA89AHDzhj6S4f0L0xRUSQnxJPUOYPkzE4QDqEVO/7QWHG1YjGKjBjSjRduHssLd07ildkvACAgIh/ehxIIIB09jLumnGhbTNvxmSxM/cM93HPjdM7KySDGoOPGW6e3G4ctxs7L917Fus/fYsn7r5LVNe+HZS0lVTiKyzEbNGRkpGENOZEE9ZZJpVKdWuq3jkqlUv2GKIqMIGr4aGkDVQf3U98c5va8SOp7UavlnNw0lu7czcaivYzL7cFfb70AgPN6pdEvQYOzyUF1OEBCrJ401yEAzs/LIT7eQn1JAZ/NX0il28/9f1/XZhzbi2rZt24RR1wSki6a5V+u5IzTsgBodTjxYmJvWQW1ftDFJlJTV3USj8pvW+f3NuD1NDP2gpsI6O0cHH7NLx3Sv6htCrJknxNvQwsPvb8FRRGQ5I6/PXrwmnHY0zJ49e/f8MBr37H0UJDePQdFFmq1+BO7IKR0Yn9ZNau3F6AzGdtsz56Uxu3jRvH5t3Nx+wOkZHfFqDe0G4ff70Lwe8lft5qF+cWIoX++LSvespPdK/JpqXfy8IPvUdfkpWtOZof3WaVSqTpC7aipVCrVb4gkSchymKvPsGCLMdO9cwyT774UgPQkK0nWOCbmDeCSfmdRUX6Avj0zAehshvhokaQEC0kpCQSlMH0HngGARwLRqWCSDFxx8flkRVmpa/K1Gcdp/brx2EOzGdgjCb0+irMum0C34QMB0Iph3nnnbbItZvxNjQzJyiHWbDl5B+U3rr9RR82BI3z9wk3IxWXY5V/XpXlznYsr+8fRXHGY128Yxf49RUgnMAtjU8FRCvfsJ9MWxbQLhzHnzXc5cqQkslCSiLKaCHz0EtmpcYw/+0wyTm97/mJ5RTWNfh2Xnnkh1Y5W6osLkX9C4epe6YkkJ6WiJch5vToz95m//rBsxKQxnPeni9n+xSoen3ElVS1hqhxt/02oVCrVz+3XdTVQqVQqVZukkB8pFKIpJp1AbYDSkkp0UZGv8u+++YKH5rxKU6CONes3Y0tJIS65EwCiFODbdRVUNbgQLSI+wYu/NjJUUQn6CRtEDMOG4/fUc82bH5OYnNFmHFFGmZCikF/iYNGi7YRbGgi6Im8kjMZoCsuq+fzb+RAdw87KaoI+z0k8Kr9ty64fReBQDYcPb8NQXYFm/tO/dEj/YsqUy3jtk08JSFq+XbGM9JFno7SRhKY9FfUtVDX5mbe/iqJ6F4oUoqUpkh1R1mhQWhq4cPpjaAQRSaeFcLjN9l566TXW7dnKrq3LKG1ooskbJhCU2o1j84FyYrr24aUXZlOav56/ffTPDFXNgRCr35pHti2Ofcs24vS6iYtP6/A+q1QqVUeoHTWVSqX6DQmHZHDqsUUnINoEkpMS0VRGCsP/5Y/TyekzkpJ6D4ZkH3OWbKFb7zEAeFvdbHCGcIabce/bQ43bz/dFZQAMyu3OzHc/pHXdalKn3IHD0QhK2ze6+4sqef/h8xg/NoNAXRWB+ipCCX0j23K58CkhevftS5LZwG0vzMZotp3Eo/LbJgg6zv9wKdvy9/O3nK/onBb7S4f0L7yBENHp3aiVgtTaO2OMikYrdLwG2LzZM/AEZXomWpn17W4uvepOlm7YCYDgcaIEfSzevgMxOpqdm1ajbae0SqcEI7mjz2NnWQkx0TGE5TCy3H5H7cILLkQOBblwYDeyhk9i/trNpGWkA5CamkCnwblsKS+huryZ+2fcyiVDkzu8zyqVStURanp+lUql+gW0lWa/LR3NmvjMcbbX1u1sW+8x2or+0V/3deXXo6Np6k9ldsFTmUq/LR1Js9/RNn8t5QNUKtVvkZqeX6VSqf4X3H3NlejvnozeHIfsczL3g4/5dF8zQ5cuo/Syc+hu0NCje2dMJhPPfrqSATv2dnhbb+WkML57FyxahUSrnrAsY+jdH/dfZnH5gd1oDdEcXLgAc6euhLJ6MvnNN7ljziw0T97B1X26UllXzsIvlzPj2x28YInCdtV1FIki9913H4Ig8NVXX7Fz5056fPrpz3iE/vfNvPBhEhPjGBqq5K7ZC9nf0kp8chKFmv2cccSCVxFo0AmIwTCJiKzqHcZ8imM0FIgYtCLDO8Xi1cVR7ZHZYDlC8oufsT06ntNHn4NOp8Nuj6O4pATdYB3CHgAN30wfizcYZOrra1FkBaUfrH1uAzsWPUZu5wT0coiFrltQUJj9zTnk1pqxRWkxiQJVzQH8IUjVS2xuI77Xu07kneIGSo9WkGSPwW4zM3TCRTy/6EFmnHsH0dExfP3BW9x26Rie++A7mgNwNM3Z5j4nNyRgMFmZccsNfL9+GZLGSMHW/RQlVrDjnY00bFhOdGwKZHdGrzfR/4FLGOjJYuYgG3FdemLvMYiDa75mS/4Bnq0r4KGYqVwx4wKSU7Jobaqivuooyz9ZySM/54lSqVT/c9SOmkqlUv1CLqtvZH59KRqvG0EPHkc9gqIHoHu3TIYmWBjQsycagwlfYxUbTqCjdkF2FwxRNgLNZeRmZXHU5Wbh7qOMBGoK9vH9Zx9y9QXD+W7lR6zcUoRh5FgAtm44wuDMwaTpNUSbDMx84Q2MgkJaWhoDzjyT5uZmmpqa6NOnD7Is41M7av8VMRiiafM65JwU/nzBSLbu3sucfWWQCjdPvxqbPQW9VoenqYaSoj0Yavef8hit0UZSUtNZsmwRShjyRpyOJCsoSpiRY86l9FABNouZhLQc9uVvYcCx9fqmmukcl0wwFODSvp34fHdkqO2MGfew9PU7aKoq5+5ZXxKf9jlDJv0BvgGtTsSkETm/ZypNHj/z9lQTDLb91kmSJUwoDM1IpLjRySGnB+XbBSCAzRKDwWjlg+lTSU60k2MSuOjFr9rdZ0WR6Ww34AtKDB04hufnvERefGT47p+n3cW4XpnYY5upWvMNZ958DwA3vvg+2k9upa6yBo9/E+UlVVwxNg8+KUCRZQwakaJtywmEJdyuFo6WV3f8pKhUqt8FdY6aSqVS/UJCgTD1TS20VNWz8P2vufKc0eidkdpm4ZCMy+nGmJBEZWxPcrrnYjZ0/NlarD2OaCVAlMHCrPkb2NYo42hoAmDnrAf4w6hclKoyxsWI6EW4Yk/kHcbsP15FjDZMjNWICxu2na8gCAJ2u53OnTszc+ZMJEni2WefJSOj7QQkqv/PFpPI9WMHk5SVzeNfrqG63ol0bOSMLClYY1KxpKThD0WjscQRltvPZvhze/fi7sTYE5AUDUuWrmHj4sWRwT2CjIJM/v69BEMB5n4wh2eeehYAQRDoZdYz7etC5m88wqSB3X9ob8ioC9hfuIfnZn3MDeN6cpqpEY8zMtBWK2rwe8OYdBrWlDTRM8mE1M5QWrfbxYienbjqwgl89NJDrHr7MYRjfysGkxGDKYrXD8dx+Svf8ac53xEX3f5wQ4M5GUEQ0Gl1LFi9DiSJYCgSY7fkGCprW3F5XOzafwSjRocADO3fjTE3T6XMGE/XYSNJiksmJtEeaVAAn9uHRmfj6OGDbNtWiBBy/ZdnQqVS/d6oHTWVSqX6xchU7D7AzFlvYwh6mL94HQFzJDFIj67daahtpqq4mLiSzWzdcxB/uOM36Zt8HnSyh/KqVsbkJJDvFn646Q9q9bS0tjLzrW9ZtmQD5miBIJFli/Y18uUnX7Bgw0EOlVbgDQqEwwpRUVHYbDaGDh3Kd999x/XXX8/y5ctP/JD8zkwYPYDa3fkU7zrMS9dMId5k5M5zIglgtq1fiffQXmSnBwMeCnZsIxQMnPIYX9rhQetz4zq4jwmDe2FNTyHeakEKyYwdPZKuacmsW7eRjLQUPv3kQwBSNLC1uIkbBtm5YsokHl34z8GLtqQU3C0OrrhgCG9+vokWlwuOfd4EZGLiTVS2eOkaq8du0hGrbztxSWlhERt2FHHWWQNJiTOxac1uausbAIi2xGMwmak/spVLcmKZedUF6Iymdve5V6/uGAxa5s77jBFZWZh0ejTH7pjCziAuh5uPlqzFqjWioSXy8CLsRVH0TOieyOq/v0pKvInifZG34EEpTFVxPjIKPo+PLvFG8isd/+2pUKlUvzNqR02lUql+IRpRYEO9gx5dsin1e/HLAmEl8tR+2fKlTHt3ATSJ1DXVEmMWOZHkT5Kk4DHaGdEtmZy8LoSkAP+4BHj0FrySnwcun8x5d15JSkI8sfYoAHY8/xhX3Xw9ittNi7MV2e9EEGR0Oh2iKDJhwgSGDx9OfX09RmPbhYlV/19plQO5SzZlVaXsWrOO1YoeY3yk5ty8whbW71iHFAzSXFtKik3E6z/1HbU7xozh0lHjaaqroGTbesrKynAHggiSxKLFSxC0WtZt3kL/0wYhByOf35qwhqIlz/D8wh088tIcdrx4E4IQ+byV1mqpSbgYH0HGj8jgyS82MvPeS4DImzivX8IbDNPqD/JVgQOhnTuVKJ0Wv0FLY201IVniuS+/QwmEADAYotHpjDR7JErCvbnj/e95eMaz7e5za8VenB4/FTW1HCg7hMUa/cOx/3DdVhyeZkSnkyqnh90rPyLod+FztyJZoG7JN+w71ETB9r3kXDEFgD5TT6euycX2RcupLWvA4Q5z97N/bSsElUqlUjtqKpVK9Ut5umcvLh6Uy7KduymurGZEnx6cnhhJAb7ywEAyT3sZJS6IzWYlymRAK3b8KztJn0ltq4cit8TIPt1AkDEaDQB466tZtGALtXIL+RUyY5QjjDSXAzA2tyv79+4gY1BvLrvxT+QN+yMGo5Xy8nJCoRA9evQgIyMDn89HbW3tiR+U35l91ZW0xOTgddZQnDeMS25+GG/ycABeuXEQMbEKBYcK0eha6NI9Bavx1E8t/+Pn87hj9qvo7GmUub3E6wzY4+IJhwIoQT/ffLeM22+6DhBw+yLD+Wo+uhe/N8ji527i4avHYLIl8MljVwBQfrSEO2+5lrF3fM4TH+6g0RfE648Uk06LjeVojZsDdQ60ej39MuPRHfucHk9UahoJwRAas5XHnvw7UjCEIOoAEASJZkc9KzetZe6KjwiGvDz34svt7nPv3v3Yf6CYzOx4SioriLbZfpgrJygCtYqZzJwuaFNymDZzMa2uAL1TjPgFPbq+wxl17iBsnTuxfu5aAFJ6DabnhLvQJpgRzEZ6XXgrSV0GtBWCSqVSqen5VSqV6mQ6Xhr+ttLst5W6v6PrHS9T4D0dbK8tbQ1Ue/jXfc359WgrRfzPndL9ZJQJ+LlT3J/KbZ0Mahp+ler3Qk3Pr1KpVL8V2vuvZuvuMr58czaiMYrG4gJeev1v7a73kl7HZT1EAj6Zd+fPRoyO48UhV7a5jnzHBN75ZguzL5uMUfAxY9EKFK2Wc/MruazOw75X72BAr+4EfD4+XbWe6NPvbjcO64Tu3PXAVSiyQtjjYsUhP9sfe58pb7/N7c8/RE1TK9lpVrrbAizcVsd1DSE+7ZxDosXAxBED2V/jYsOWDeg1IlNr1Ddu/43xxsEMzzJw3vChfL95F+uO1vGNsQ7dydjYsY5EXelhTDEJrN9dwCv3/5Gl4f2c7k3l9RvPIiHWToui59In3mBJjIu0dtpb/dZMRo8ZC1odNUcPkjrmSugv0Ls1jXOzYxl8xhlo9Xo2bt7K5vJWNgpFLJn+COFWN+GAn5TcPJKzs7AqRuxtbOoWdwI7omK5+8orMOs13PbCbLqFQqxKdfDEyMuo37cHU0hGDAcxWnXM8Xel1rmElIoYBEHBoNMSlCQS7DbQ6tmjPczdRjuJ8Xa0mnSEqARWrFzImDwz9zc1MzZxEP2yuxMXn8Dbn39GZWMrJek+Yt99BkEU0Nc2oonWUbr5IElnDyHqxvt+zjOlUql+R9ShjyqVSnUSPf3aV1w4ogva2GREWwINFbUkGNt/um7XKewTjby3+ANWfvgxi/42C42u7Tlgn367gRhLLERpiOl3Ouf3zKHZFakXtef5P2KLtaE36jGZTMTGJJBRMq/dOCzGKI4WNiIm96LOoeeALxZBiAx3aGls5qLh2bz3+DT+NPVqLKbIJcWmExg3rB/JSV04Z1Ae9185hXA7sav+P3/TEbpldyLWmoHk17K7sBihg285f6qAX+Drd+eSao1GjI5k8fR5XTh8PkSdCaPeiCIpiD9hwEt2j54cyC9EMcTibvX/8Ptu9mjSE9OINljw1bRitcYw3BD5fCiSh007DzJs4lVsW7EKn6OalvriNreTnJjAuB7ZxMVasdgTuOXc07EokeQk4bBMtDWOfiNOp8fpp5GUncPL/SMJewRR4JGzB/Dq5FE8OHEIroCMpESOrxAOYbD3IzE1j5BoIChr2bw7sg91pRUkxieihAOcc+ZoTCYDKKBICnu+3MC2BVuo3XIAn8PD2q2H/7sToFKpVD+ivlFTqVSqk0iSJJSAF4+jBqM1lu6DB5KcHN/ueiWF36NYExAMds56tBeCrPD8x0PbXMeUmEYvq5XkWBti42FGndaf+QfLAScaexwaRWbz9l10SkwgLcaEGJPZbhydbDo6J8Xh27yGjH5DkSuPoCiRsR1fP303ackJuGocWExWUuOioDyAPbErGbFWbHFWaor3ERUVQ0L0SXkP9D8tc+Aozp9wJv7qKsb36caugIzi3XNSt+n3SuiMdrShMC63F4B7JuaSmRJHS00p4ZgYwoHQT+owxsXGkZLeC5+jjuTMTP4xmyFnyEhitDIGJUx8WiJRcTF84M+C4t2YrXbue3YGxTuLOHvqnRg1hzDKbW8rJuggdchkqmvK6RSXRY/cPhR8uRQAo+TBppHolWBBblVwG20s37ULgL/dfAWSq55oi5Vh6Ylo1x3EHwyCDkafcwOatDzwteCrMDPhxtvYEpsLn17PlMmXsO9wMd2zMmmsqua0vGyE2j0oskQCMp0vGoDjYC21LV5GndYF3uro2VCpVL936hs1lUqlOol0Bj07a0DrdCE0OxFEPY8/3362t6IFjxIs+AzF1wo1O5ArttPibDvjn8/pQY+Ew1GOo6qZo1WVNDa3AhCV2A9PwEtQ0lLtcOMLh6mIG9FuHAd7TiSgCeJxiQRaqmnSxqAcu0n36nXUtlRzuKYMUeNl8Y5GAKY9+gckRaC6vI5oczJyoJmLxua2uy3Vv3r88YfJX7KOLxasw9fawCXjziEQDJ7UbRbuXMHwQX146sl7eezVBwBYuPYIldX1rC9zoA1Dot2M/BOmXNXVNCGFNERZLBgt2fxj6sZrH3xGsMnJ3vxCGlud1DY0cvEFkYcQpQf3s/nr7zHqDez68h1i0vKwdB7d5nZqfPD9ylXUHS1mdcFelq9ZzsHOOQAsX7ELwWBD0cawe3cTWiX6h7eB3c4YQ7M/hF5xU9HQSjAcQq+PPFDQ9NETLD9KsLYRxVFBMLwFV2vkb6mirJQ+3bLREqZzRipaFJBlFFkh4cwBuB0+jpY1kWAxYFTUBxQqlarj1I6aSqVSnUwyzP1iCX63m7CiI+Rr4dHbb2l3tZEPbkfGj/O9OdR/+CmFa+YQbCcRx/BBXXDbO1FSYSFj2CR8GrDZEwHoefGVFDd4SbLaMFujWbDjCLm5We3GsW7BFxzYvB1degqfrXfiLS9BCoVAEMg460ZikhPp7LRQGWj9YR2r1YDPbCK9cyJ+0UevS8+n98Sp7W5L9a+6nXETb6zZTt36QuKzc3n7r2+glcmw3AAAIABJREFUCZ3c9PxV++o4WFZAn8FDOby/CIAzBvTg/o/XsXLHAaY8Nw9vSP5JpSLi0qwYotxUH9xBbeOPhwAK3D7/G2prWqlYu4/86mru//MjAIybMp3q8jJaqxUkk4VdyxbS2trYdsyNDqpqG9lWUkmgqZX3l2/n9ttuA6CfTsum/GICcphu/TKZu3oZxY0SAGv3FkJYobDFT4rVhIKAThPpWD3zxBdgMbDky4U0Hi1m9coKkCLDKTWiTIuzmaamBhpdzVRX1qDRaJDCEoUNzVQUVXCwxsnF83ayYtbn/9XxV6lUqh9Tsz6qVCrVSXSvRgMKWC3RRBuNCMgoCtxTf/ybzxmCgFsQMJvAaonB73XR5JYwKwqPt/Gd/YBOi6woROm1mIwmfD4f3mAIs6yAVktstIGQJBOSZAwaEac/xGOhUJtxGG1RaPV6FFkhFAwR9oeQw2FMdjtNrR5irXo0okA4HMZojsVZWUl0YmRopyJLCKIYmb8DBBqa1KyPP1V/gTpFA4qMxWjEZNLj8wYwhQMIuzpe+Px42yIpHQBna8sPv9ZotUS7W5DNNvyhIKGwhNFio9nRRIIgo9nTxrkcn4Ec8KDIMgGvF0O0CY3RCnWVVIaFf0uLFvkpTSsjxycTDgUjvxEUFFlBEAR0a45fHNrRV8QrRf4/hUgtttSUVIT6SnyKDkVR0FijCTg9mBDxijI2wniiY9Dq9CCH0Wg0OF1uQuEQSYRpETXo9VEokkxYCiMajXg9XpKEENVhEaNRTyAYRFEi200UZbDHICsKIX8QQYGQAJIvRCxhNeujSvX7oWZ9VKlUql+T+XdeTkN5JTk5uZhsFizZAwgLGr67cioxo/oxNK8XVr2AHAhwwOHCFpfQbptrTEa6J/YiKTYdyX8UkRSU4pVtrvNsKHzcZcN1InmxFtI7p7Nyyx5O79aZzUfKmCEIbImPJT3eTnVTEyIy5097mtKDJRiAqPGnIwpg0ppxB1wYLDG0fLWCftdcQ/qwoShymJDfhd5kBwHmX3opa8M+avwiVrMFi14kWi/QLzMOaVUT9w5Po6TUQwCRVo8XWREZ1Sedpzcc+m8P+/+23QpJ//arqGP/3nv/TTRFuUm3dsYcZcHjr+PQobVM2Ly3Yx2CH61j/Q+LxR9tGyD5p7T5fcUPQ3ai/m1RehuriYD+Py3oL/CSrQ8JSSkUHtjDVdf/ESkskfvVq2yy57C2OYgsy8THx5OXl8e7u3fzCJWY9vxzqOg/qrHZjv37ydMyqSutJSc+Fo/Pw+gBPXjr+yI+zwzj+eNFeADFF8R+sJqtcixiWiZJX75F0vNz+dvMRyiqLiejUxqPzHgG4albebw5gXPLy6mecgmC1kRrczVpSpizCr//KUdMpVKp/h+1o6ZSqVQnyJccx+AeKWSfNhKdLYVgXBahqFgA0s4cTXbvbsTFxaO4mzCUFOOJaf9WN6dfL647fwCdcrrRUNuFdZvX4C/v+Gh1Z4yFRq3EU28+ze26OIb3GYpLEBkJ6DvF0qdHNrcMmoQrIPLJxs9IGH0XAF3Gn0mWSSE9LYem8iNsaXLjXrKR9GHDkD1r6ZSSSyjsxjZoONrEvMg6Y42s+LqZSYlRbC5pZECins2VLvoBoW6xpNjiueWywexYuoUHl5XQVO3g6Q7v2e/PPk8dGefcjK1rXwQELCEfMfvTYfPeXzq0k+rJHYd4/YYhjOmSy8ZDJSSMHU93nZ75BysZNXM2NTU1dO/Zk7c++IAqr55H2mlvqWRncFYyl91wDvbeQ5n11NN80WIA/LSaL+P5V//MnZOGs0xj4pFPl3DnS2MZBUz7+DNefPllgpLI5m/ncd0LT/GB0cQFD77B25+/x+033kFDeTm3334rs+9/ENSOmkql6iB1jppKpVKdIEdVNSaDlZBfwt9UwcpXn6Z14RsAJMTZcbhd/OnBmTi9XrbVe37SmO4GR4igpKBIApsO1hNtOF7J6p+mxunh1qlnUHMwH8lXz5sPnE+DNzLfKdVmIaNzJp26nYaij6LHmKtxeSIZ/w7u2U7IrUcQNCzeVcKqxSsJ+NwAZJ95I66KfLSCTOho0Q/b8tnhoQv7MmZgFhfkJfDMbRPJNhyr01UW5s4/jEFrMGBPjeeubrE4Wk9ugoz/NXqjHkmjZ/asB3E0H+a+B6ejs2X/0mGddBOHDKC21Y9GUaitczD/gw9BEIiKiqK5uZni4mL8fj+5ublIktRue5KkUF9dwdwvl7Dwndf5w5WTMWkjc9RG3nQlt114Ov6gQlZsNKFAiOojkXl2NRWHaZYNiLZE6oIaPMHIUNRth2opLy/m2y/nsWXLejrFR7Nu3dKTd0BUKtX/PLWjplKpVCdokN1OtNWMQRtNyOUgNz6aYFPkps5sMRFvNPK3u65F0EZxbmc7Qa+r3TZDSj2dElLQBv1cNKwvaYlphIPHH9rYnosG5jD4jpdIO20iCFGsXbEXjs0Xk/1+hvbszqIPP2fQwNOpsXbFbDBF4jfoyEiNI+zz8Ifx53Ba90SUYzWqGp0BtPYMAuYuGE3/HDRX2yqRmJmJLJgYN+L/2LvP8KiqteHj/z19JpPeCwmEltB7ExABQQREFFGOYgMsYPfYFUSxo2IBRVGwC2JFQaX33hJCekjvycxkJtNnz/shPHje53pIOEFQYf0+eWVfa+17r+BM7r3WuldP4hISeOLRKQBYGx0otBI6jYHwcAOx0YE4XH/ynqsLnCFpKMntO3P7/S9j9Ify6jsf0SGl+18d1jk3qU8PekRGsnrTTtqHR6NzO3E0NuLz+ejUqRN33HEHXbp0YejQoWfUn9tczTOzb0Ary4yeNhN9ZBTSydcoaoWMpNEQGRlEYnJbYsID6G9o2id37YjLCQ4LR1VbxtDRo5nQq6liZUbpCp6a8zjXT/wXY4aNZlTvAdgV/+dCTkEQhDMiEjVBEISzVKLU0miqYv26tVQeLAFtA7qgkyvLPX7KGxrJPFGOyudnT1oG1qLjLfbZTh9CVk4J2WuP4XQriD5oPKNKe6fj16hxlKehlZT8eOssEuL1TB6cAoDZ7sJitzF62o0c3r8TgzEAm8MBQFJKD0xV9fjsfvIL82mQjfjlpsTKZbWwSH85H5kTKC3LPhWfucrLyuMbMJ2ooD6/lqOHjxPWsScAY/q3p7yykYodhSxdcgSHTYGsEIdh/zcUkoZjRw/iOvI1FaW7UWNHpbjwdzLU1DspNptoM7QfW7KOI8k+VGoNffr0YdeuXeTn57N7925ee+01dLqW/03FRCYwd8kqOkVFo/JUk77/OHZf07/hoAAjwXHt+fcr37F+3XYSQ41Ya5telHQcMxGPuZoVq7+hJvs41y1YCMCJ0s50HzWGGQ9dxTU3Tya9eDs/2g+duwERBOGCJxI1QRCEs3TJbXOpKS2iW+dw2l7SD4elFq+7adbMVpiBxWYlPCYMk82CEguexoYW+5wZ2p+E6gg0/ROQPs8hPiSUsLNY/ngso5BBI6eBWsXYd19EHdeG8sqmGYI24UG8/vk3KOvKCQsPRmuU8KmUAAQEBrKvIB9zfR1xkVFoQmLR6XQ4TcU8t2wV92qPcK0rm3KvhMV8AoDLRzzC0KArCOvaCX9YABqNG3dNCQARUUFM+Pdq4oam0CtOx+O7ivC6nK1+rouRx+9l6bsLSRh6NQndB5Gx8ztqiyv/6rDOuVxTFYWWeowVVUQFh6EAGiwW9Ho9VqsVp9NJTU0NCQkJxMbGtthfl+HX4PDKpKUVIKHCEJd46trSqAD8jSaenjGR4sIS3n7ibu5o03QWYN8hI9m1fw9SQQNvrVlLnaVpKfBdEwdTUlLGjTc+TKd2QejCuvLA4JnnZCwEQbg4iPL8giAIZ2m+dPpqvMrT/Ly5MvXN9TevlZ/ZL56mz9MX52++xnBrP5xbMx7C/9K7md/MhVoGvrlnbk5z49HaPv/sOARBuJCI8vyCIAjn29d3T2XQbTPY99NqDuYUcM9jTxDX6zIWqFTNJk+3jE0god7FoN6d0egDqMzNIsepAEkiMzCEjV43i10urLKPQIWSLFnmWWB2VTnLnnqc4b37svTb73hqyRJ+GjGy2Rgzf1vC1h++xO7SkhgVSEV1KSl9+rHr3qWnjXG+JLFxSCp5eaV4fT6CggwM7NOVtd9u52Fk/I8/wN4dW1BolMjoqCjJYXyJmaTZ99KorMVams9111yP1xDO1k1rqH79a6rveogAJQxuF4/s9ZBVXcP+48X0/vUb/PMf5ff12/ni03eJCI8hI+MIr7z+/ln8Zi5QvSU47Cfnx9cpyMggOFBDu969iVmwgJz2vaiNSuLVI0UsfuN1jr72Flf/8AvuHj7mPvkUq1avZtgll2AwGJg5cyYoFHS/ted5TRbUSg2O0uMog0JAUuOz1VHg1NNpUlyr41iz8GteeWY+JaW1xESH8enK5STfcTXrU4fxZno5BcfSSOzYhcioSEJDo1h6dMWptpMnT2bgwIE8/vjjTT84Ob5zb7+BjrFhOEtLKFMH8Oyyr6G3RJvqSBRqI16PExU+Jo6/hCC7lRczNjBI1ZNjGVlIKh16XSCdkjR85ysm6lBzrz0EQRD+e2LpoyAIwhnYsWcf77+0gJBAHfc8MpcdXy4/o8pyNdkmOoeouWzSeAaOGEL7XgMotjVVW4wI1rPa6+WmyABuklQE+GGt1DTn9MqcuxjbrxeDBvTh5uEDeffJJ5Ck5j+yg0JiSIqLIchvYvj4m7npgYX4HS0vs6yuMREXqmXhbSO489J2HDmci//kO8H6ylJeeeF12nfoQdtQHe1iIvHLfrZv/ZVeSfHc9/BcYuIT0aoVdB94KQAej534iFCGjGjHyCu6MrBvPF65qYrkrTdPY9RlQ4iOa4tKp6dn3yFEhAafLrSLXkRwLMPHz0DhbsBR37S8MeaG2dT2HsE7D8xCZbew8OAuyipKAcjJy6Nt27Zcf/31jB8/niXvvYfUzAztudK/fTJKfSiS0oCkUJP+23pGDxl2Vn0WpKfzzryneOGu27l1zEhWLV+BX5b5afUPHNq9l8dGpXBndx2/rP2V5Z+sONVu7ty5fPjhh9x+++3Mnj371M8Pbd9ExYkcpt55Hzc/NQ9fQ82paw6nE63bwjXdEgjUSGxavwv55P/v+QVlfPP+y2z9fAmThnRB6ZH/3FfogiAIJ4lETRAE4QyYaxvRK/zMWLSS7G2/kF7egFdu+c+zV24YTXK//hQfPszRTVuobrDj8jWVo7cZg5h35ygSBiWyXQG3At+cTMbMZgsSEl8vW45PVpKVmdfiH9wanQ5VYCgOhR5bTQnWilL6tBnQYoztw5T0bKNl4cqtfLYlm6yCahQnFynm5+VRU17C1UMHcc3Ea2lssBESHoVHdnO0woKtsoaiOg/56UUEBzZVfkyODKHe7WDbsXIKq0ys2ZJGkLGp7Pm4CTcxbuwwdm5bT172USz1VaA83YJIYekHn+NstLLxqIfAqL4ABAWH0LHHAK595AWUdh/RodFERjWdzbdj50769OrF7t278QPllRWo1erzHnduWSnpP/xCQXoaPks18z5dSbzLfFZ9FqRl8sXyb6isqGfH/jSWf/4TbrebRpePW4d3YWdeAxq1nnkTR5Cg++PPm88++4zPP/+cQ4cOERAQ8MfP5z9Ip+BQyvbv4oP3luMrKzl1zeeT0WnUdGgXT2xEGBa7E//JdCzUoCNr9zFOZOVgq7egUin5k1c7CYIgACJREwRBOCNJ0WEE6vT8+s58DGoVj764EK265Y/QL/KPExcUid4YTfdBAwjS6HAbmmbUzAFKuiV2pGNUPO2UfkzAz/6mynKyzUxiYChT/3Uzfp+d6vq6Fqs+qjR6ul42hQFJ8bQZNIG49r15bc2XLcbYNiaAThGhLH3kBqJ0SiQJ/icnvPKqcfTskIrS1UBiUDi3Xz0Zn89LQkw8vUZdRXRCGxLUEqMnXoHy5OkBJ0xW6k1WBqckIju8PHrLWKwnz2w7fHgHXbv0ZuDAYbRJaE9IeDSPPTz7NJEJd826A3VwJA88/jQBEX9UMkwdOIS1b75IaGJ7Fv37j/HT63VERERw2ahRhIeHM2nCRFwu13mP+8iHi+k+aTztOndCgZKffvyBHVl5Z9Xn1VOuZ9ZtNzP5qsmM7N2P7sltkWWZHnHBJKgbmXNlb4L0BvqlBGNy/vH/yp49e5g6dSpqtZrbb7/91M8b7U5umz6doOBgZt59Jw/e/xgeT9NLFJVSwdUDU/h+6yGu7t2JCf26sf9IFgD3X38VY0aPoywnnxun3UhCTJDYUC8IwjkhEjVBEIQzoDdoMRp1/Lr2Z+I696dw77ozaldtsnGgqBj3zlwytx3izSwLjeamj946j5+bFn7EifwK1H6JJX4fivCmWamH3l2KQ3Lw1jPPcc9bH7Psu+9pqd6Gx27n8+9+AdnP3ClTcOLgcFV4izEaIjuwfFs+m/blkVvlIEgbeGr27tlle7D6XairwGU0cMfi76ivMxEaGozd4cJltyN7DJRXlFKkaord7/fjk/xs3HyYgHAJh8eHUtn0zF63k8qqckymapQqFVZzLZaG+jMay4uO30+j2o5v/X7s5hLkqD6nLnXr1J49O7eS+/1vbN2+hTHDm84Oe/H5BYwaPZqbpt/Ejp07iYmNxXHyqIXzST1qEraCXFCqkHUasFrAUXtWfV53yz1s2bGDRYve5bdDh0gvLMbn85FfY8Pq9rF97yGO5lnZsS+dyPCmWdodO3bw5ptv0tDQwLfffsvKlSvJy2tKGPUaFYWlBexf/Stl+7Zg0WsoP9F0zeeTWbM/F5/Xz4JvN+Nw+5BPjuP73/xIjamcrOMFZB5Pw+UTaZogCOeGSNQEQRDOQH19A+WWBgYPG0ZQ125klmfidLZcVr4ycgzPZsE6Zy1rHEq2OxKQT2Zc8xpspDll7t52jE+8PlL79eCuOdMAMBQc42huIYbO4Tx47yyCw6NbvFfOR1/x2rufMvm9DTy1ZCFXzngSt7flfXT3PfUyFoebI7nZ3HrTFD5e/jyjrn+i6aLHxci7l5Kld3DZjKdOzhxIpEYex+VXMKsE8uwnaHQ2UNBlDADDerYlMTKIUksDFWUONu44QmhQ0wHajkYb0dHxGA1BSPhRSEoqK6tbjPFi1HDgNwyKQD7bspy0davx+eRTs6r7jx7j5o+/YefRX5n99a907dkDAI/HQ3paGl989jmJCQnYGxv/kkRNqdWji4xE9nm4O2UAXr0OhUp7Vn26PS6efP9jdtRWcKCwEJ0hAKfTjcXjIzdmKIOvuZtItY/pH/zO5qOFAGRnZ6PRaFixYgU7d+6kXbt2dOjQAQC9WkX64QN0HNwFl8vDKy+/wqyrrwTA4/NjdrowSkruHTyQ8cOSeHDaJQA8cNdN2LxOhrbvweGiIhSSStSoFgThnBDl+QVBEM5Aa0vmn67dvObu1cy11tyruXatOVoAoOX07/92upPgHv57fxedf+eidPz5LBH/Zx8hcD5L6beWKMEvCIIozy8IgnD+NZcgje2jQqPVMv2Om9jw8xpGjO5KdXkBlgUFFM28hdhgNdTX4/K4OXgkjYxqB1TX8LTHx9x7LqVfYCjFZXUYO+l53/ww17x1JcGffsPe7dsICdRTb3Wyfdt2/pWbzpT2yUT0akPOiTLCtUoKKipRx6Ry6969zcYYFR37/+1xUyiUtE2KZTxwT10dhQV53Dfzdk6UlrFl9wEaykrpO+LSP3MIL1qXThpHXUkhkttPTYOZtm3ieWTefK4dM6HZdt08XXnm5mvY+/safipswGq1cSiqlvj01qbJ50+KNZnfNqynS9du3HzTvyguLKKmto598uHWddjKJEiSJJRIJ9/6KvBLoMCPt6csEitBEP72RKImCIJwlt7+6AMevms2cfHhzHvjC/KP/45KrcZCAQFaD8E6PbLUiFJ2EahWkBxlgGowpawgeayalKQEusVEcMzg5lr/MvxATXU1yR07kBARTaO1kcyMo5AHnoY6Hr5+DhFxnbEWZXJw73Ze3lvecpAKBc+lhjJmwmhkhZLPv9vE5Oee5afLJgLw++L5/PbFe2z4Yin3XTeGBYuWn9tBu4j4PB7sJhu3XDGWuppiVKHB5B7cCi0kaqHBwfRSmZn8wiImr/2WO79aS3yU/TxFfXZGXnYZr732Cl9+9ilqtQaLxcK8+c+efkr1HPnZ7kF64160LjUjO3Rl2foNfNLxCvh+5vkNRBAEoRXEHjVBEISzlHV8O6Muj+Obz7/D1lCOQqknNKINAA6Xn06p3Slw68nKLyGw93Bkqak84le3/k6XhARMLj+WAD1ajZKEk0eKFZ44QYBOS3VVLaVVVaR06YBSoSAoPAazqY5n311MTV4WA4dcikalO11op7QN1KGMS+TzbzayOa+QDIuTiOROQFPxj0ljBmCvr2HVlnTyKur/krO3LlQeZyMej5uV69aSU+ckJCiAFR990mK76soy3tlWQIPFQolPQ2RYGKj/GUcZzLrjDmoqqigtLWfH9m1ERceQGB9/3uP4wQej730Wo9PDii9/ItMlERYcdN7jEARBaA2RqAmCIJwlgyEcpVrFDbdch1YbTG76OgL0TcU/dAYdlVlHiZCchAUZCSzLOJUEVdfaCNL68bvqSTJEILkcqGQPAOVlpVzSfyCpHTszsE8fZI8Tn8+HDz8RMW15duYM2gy7ApfTiV9qeSlc1wA9EwZ3YmrvGC7ROJh/RTeuu/6mU9eP5tRgCAxi/pzpuF2eczBKFy9LdRlRQcF0CglHrq5Cp9GhUGtabBcbFsGjV11OY1k+w5Pb0KFzEud9SqqVAkOC2bt/Px06dmDCxKvRarVs3733vMfxitKHqq6Q/lMm8dGWDfwrUkPml4vPexyCIAitIRI1QRCEs9S972QCjaFUlGagQGbI6DuoKk8D4O03PqIoL58Zz8zl6nsfZcpdr/L2hxsBcLsdVFlMRAWF4/TV4HS48UkGAKxWOyu++Ay9Uc3mrb/jdNpRqdWAxO1vfEFReS7OY2WUlZTibrS2GOPIf93A0W27KerQH0ffMRxJz2TZmy+fuv7qJz9QfGQHn678Ch8Ssvznj9PFSqkLIKesgtCEGKLbRfHV2i2kJrc8u1ReX0ufR5/lqbkvsnbdj2zevOtUxdC/u1kzbqeiuoboqCj27N7Nh0vfx+fznvc4jEoFGz5YTPmGFWiUKo6nZ1J09OB5j0MQBKE1RKImCIJwloLVCUy+9ROiEy8hNKoHVRUZKNVNyxG9Hh9dUtqz+t33OLT2V4aMGUGP7k3lwY94J7IppwxToRl7sZekuIn0qGlajhgWFYe5oYpvvv+KjIwM2rVNQKlUICmUyPi4bcFHeNob0ETomdgtrsUYE1NSWH/CgSFzLxXrvqe2TWcikpIBeP/ZxwlU+Anu0J5uXTsTEhzIfTdde45G6+JTVgZ+GQpra6h02DH7VBzLaPnw584Jifj8PsIidTy55RBjxo/G4z7/h1e3xq69e9GoVIweM5qU1E6MvnwMsnz+k8yel8/m+90ZxIR3ZtUzj6CPcKOO73He4xAEQWgNUZ5fEAThLD3XzH6uua0oi/9P0FyFSeF/OU1p+flHTt9EjK8gCMI/kijPLwiC8HeS1z+VNonhXDGwG+1SUli0fBV79x3n8jJzs+1Kb7+TJU/fhDohEb/dwZ0PLuSHn39gTk0to5csIvt4Pja7D5/PTnqlnW7HdrJVr2Hk9Bs5tOUg3kYrHoeNCr+V0cfymef30yYykmW3jiY0PIzXvt3Kxrxy7jebiHx1BhVp+TSqtciyzLGMItbvS+M5hY7GyzpQZrLzyYpPqTyRw+B756NxydxcU8MTbjtHfvmIuJjOlOalETroCj7rNfA8jeyF4ZnBL9A3vpGklPYER0RSkp1DQFw3mHgFPPc6l4VAqMaOMSyQrLJqxtz3wl8dsiAIgvA3IJY+CoIgnKXrhvclRq+izmSmNCsbp83HmWzyCg0OQxkWA+pE/IHxhEt+enVtWpZVlZtO94gA+kSqGdW3K20CPUADFouN/oN7Uukox+uuJbOxDnPjyZLtfggP0tGubRti27ajW3QIHrcbgJSUgfy4r4DYyFCiQ8MY0CueF++7EoBunZJ4+aU38KtDcdmcDA7xIctNBUrqs7cQG94RbVAoAaGxrPn8AwIDRdW8/0aMx4RWr8PlA0ttHZKsQOVo+vrNSM9jc/phrA0+tu4soGvXnn9xtIIgCMLfhUjUBEEQztKW9GNEBQaREB1HelYeGcezOJPVDwcP76PsYDm+inQkp4MXXnsajaZpoUOEQaa8zkJoSBSSw819k0fhdSoZOagrny75BEdpHR6nkvb6ADomhwGw4+nvqahvYPHmY+w+mE5CTDA+f1PC+Ma2CmZcNxmVMgSlz8dVo0eTUd10L3NBIQaDFqXGRnCb9vgl9anDsZ2VThz19UTGtSEkph3hdcdxu5znYBQvXDrZjV4lYSsrxm5qIEwdgUpqKrMfH6DBoEjgUEYlsrUCo1jnIgiCIJwkEjVBEISzNHHOK3jVSsxWB+k5pSyd/zChEVEttuvRoxdx/ZOQHDJy2QnkmhI6d+kFQPCAviQEKKmoyKWosoiSE/mgVKOIdOFXKYiMjSUgzE+A0UePyR0BWHv0N0yNjaQoG7FWV1N/ogz3yRm1fE0sfl8jwWExaLQa1h8qoiCvCoC9JyoJS2yLvcyOr8GGpDXwP4mmz+ciKDiE4mMZVOXl4fYDYv/Uf0UVAK//vpkypQ5Z5UejijqVxl8SocfgcPPjwUyiDIGYLS1X8BQEQRAuDiJREwRBOEuGyHZsS6vCVV1FelEF9y9YwjMzJ7XYzuv1IakkbD4F7loZKSyA/Xt2AlCVU0Zcr3B8CiUGo44TVTVYG6x4cKIK1FPf6CC71kqN14vT21QJcJC2Cw8PTyW71kb7yO58fDjcywxLAAAgAElEQVSfL2ePBSAn+gqUfSTUkpOQ7kbeCZ1G5ZSm86TqvAp89WVIVWbcjTZqvGoUJ78dSh1QW1fFkU9WYikqochkR3kGZ4AJf1A0SEztl8jOTT+g02qaqmR5m2Y6J7/yEjm1x+kxvB+PfPM7WfkFf2msgiAIwt+HSNQEQRDOktJaQ1x8Cp7kKTz/5jf4XE4KHF1bbLfth1XMuvpO5MocnAY3s26ZR6i6aa6ls1pDrSWIAyXF1BUX4jI1IAFxB4MwZeQQHqAmQlYhmxwovjEBUKNcxdgeKfQ+WMD8z9/n8asuYd/Bpj/8w5S1fFx1Mw+7LuWhrLGoGm3EhzSdaxVlMJK+dRNl1lzMFhOxPicjI9UAPP3Ec5TYdAy9/Tp6DurNlDHTaTCbzsEoXrg6DEtk0uiJPP/vuXToOwi3dx+a4KaZs+5dJlDliSAgN5vHrx3O029/Qt7RY39xxIIgCMLfgSjPLwiCcJbebabUft2ffK/gZq41NHPtdB+mzZWBb+4IAV0z93rs7/29ck6sbmasplyE4yEIgnCREuX5BUEQ/k5eaROHVmvk43tGolSoqTWbycwqxvjlVlb07kLXbsmMNsr07jOG/pOmM2B4H67LKuJBl8yOpfPonxSC5HXzy/rfuOvDHTzu89Jv8AxezvuVd958DIvNxZbftuH4aR2DH72LNoNSqck+QdvkztRYqtG1a8v6kTdyMElFiS2GX377jN82ZZBVkE96fgkD169mnt9Pp87JSMgsWvIWhQV53D3r4Raf7cPIGNRKiUSjisFRGj7Jt3OrxUyPxx7m2hdf4qF7hjFpwoNISNy75kZuWHRx7rEyZZax7a1H6ZMaj6RVETzqLtw+mfCUtn91aIIgCMI/lFj6KAiCcJam3jwbhVpLRXk1VVXVhEclEhxoAMBjc3B0/3Fkp50F773Nb18uY8GMmU0N/bB+626Q/Kzelkm7Dh3oFhsCwIyS3whJiGbN59+RmZbBkIE9kf0yZfl5qO0SbTt1I8AYiVofSV1dPQA6DVicHj775HuGDOjC7PvvwlNZAsCKz5bgdDq5bdZ01q37hQ+WfnJGzybhZ3xyCN88NA2/QmLBZfH4vB4MgVqkEBmfJ5HMIzu5862lrJyz9U8e2X+O2uxDhPqs/PLjZvZs2MHvb79C55iQvzosQRAE4R9MJGqCIAhnKTf7OFazidDAINq2bYvaH0h5fgUAPYPh38OTOFZQTbxRyZYNP1BnazoIW5Zl5tw4ngaHxKjhvenQpi1LH5kCgMfu5InbpzPt/nuoKaogPjGaAEkiJCoKrGYCXR60LheSuZKQ9k2VIh1WiFD5mDBhHLGJ8YQHafh48TwAVixfwQfL3qNn7/7ccMNNXDVhAlnZGS0+W2J4CI9Mv46Adr14aNatTBp3BQpJQqOSUCdKDGsfwzW3z2TzGy9i1F68icmPLz2JNjiAvv06M/jy4SjcDZTZXH91WIIgCMI/mFj6KAiCcJYO791DfEIQWeVWavNsaEqL2JVXzmTAoQklM6uQKqsHm0MiyFZEQmoXACRJIq3ah7I8i549UynJOs5dyzdyNaAP0rJq1Wq6x0cxqO9Ayo5VYlAqUOv1OBU6CsqqCQ2BhqgodJ6mw6kTYxTUFTvx2R14/OCpKcN38nXciYJS2ndM5dDhAzQ0NPDlV6tYt+5n9u1Na/bZQiM1lGz4neKQHUh+mTaXDkOSFJRkZeKpB0ejiYKdG4lKTETVGHoOR/nvrV1SFKUFRTiUAazdlkefMZfTaGtE+1cHJgiCIPxjiRk1QRCEs5SYFMLhg1kUVpmZ1Hs4ke1iKHN6ADCVllK6v4LYUD3JMQZcfi/Lf9oBgF+CnFobbZJiCdJr2Lz/OCkJ4U3XFBLf19Xh7pTMQ0s/YcPunTh0SjIyCyitaoDQEOyuRn7fvJIFdz8EQKROJrVPD/Jy08DlQKnRkZuRCUBKlw7ccN219Ondl149+1FfW0tsXEyLz6aM7oGxQzx6lQ6tTstRmw6lGpZ+8zWy2s/0Z5ex9tnFqHIcjLn8inMxvP8IiUMnUNfgQulqICHQS49JU7HYLs79eoIgCMKfQ1R9FARBOEsvq1WAhOz3ExlsxNZox+PzYfDKFNI0c6bT6/F5XXg8MrLfTxBgjE8AwGox4Xc5MAYa8XrcuK1OGlVK/H4IUGtQqRR4vV5wuQnWaVEqlahUanw+L27Zi8/nR+N0YdVKuPxqPD4/wQYdGr0OCWisrsFj0KFQKNEb9EiSRG1tHUqlkpdd7tM+13xJwhMYjMLrwaCU8ckyjV4JrceD7JfxSIACwgID0Wq1mK0NaOzui7Lq4zKNGqUEpw4Kl/1o9Rr0Vruo+igIgnDxEFUfBUEQWnJ08QK++OpHcDpokKG2rp4Hb5vChvnvcO1Xn7N80as4vDKSUsPMmyajju5Et6lTW3Wv71UKQKJzpxTy1Hp0aomMzHRGWhpZeJo/0p+TJIYveI5nF7yCrNEiITH36cfwy352zLqDneER+P1+BgwYwP4jR3A4HFzqrONBu6NVMfbX69EoFTTWmzDo9Vj9EGkM5nlJQnflCDoHK1HoQzDX1+BSKQhLSAbgqrcXIfu8rPtkEQWV9cg+ie4mBz1uvRVNl/akHdiOpFDgkmUmjpzMj9ff0Kr4/gkmSxI9Jk7A73Vx9MABLh11OUqlBF+s5H6RjAmCIAh/MrH0URCEC5IhNpzQHinMfetF5j52Gz2H96HHtdcC0H5IZ9xJbXhhwSMMGpJKcMe21Chsrb5X0MQZRAweQnlQCCdUCjaWlxI3aGCL7WJHj8PQow2T77qGoO4JuFK60Hb8RAAOuN3sczrR9OtHwpVXstVkwtvMWV0tOep1c9zvZ+OBH7hi4liylQpUyZ0BUMZHEdsjll5jLqXf2GFsrbAhxxgB6DhpEgVFm7nzjmt57bl7mHr/VPz4COiTyqbqXKojg+k6chjJl11CWdSF/ZVSCFjaxxGkL2H+8w/Sr4ONDPVfHZUgCIJwobqwv1UFQbho/bJjG90DYfvWXymrN9E5wsgT8+YDsHDhIka1i8DssRMWFcGjC15jYLfkVt/rndfuoqykGHddBcWFuShkDxv37m+xXY25jqQQHcrGagKNep58+hmcJ5cidu/enWnTppGQkIBareaOO+5AOotETaPW8uXD17N//e/MnHkNGrWKzUf2AJCeU8bmNDONfj9FlRa6BulJ27YXAElS0FAnI6m1ZJSZ+O3nTajVakpKy8g5nkeANgCL1UGYMYiGBkur4/unqK124PRp2L9tHVl1Tig6+FeHJAiCIFygRKImCMIFqaG6klE3z2bkdbOIj0vmkiGXsuXQMQB+3bCDsdNuITYqgcvGXUO1uYHbZv+71fda/tYH2N0utny/is3Ll7D2xZfo2alzi+1CAkMw6mFfRgkDkiIJCtTi8TaVdFcqlQwePJigoCD69u1LcnLrE0kAn8fDgGtmMnz8NdQW5KKUJHw+GYBrByQzceSl2ErLiAwKotLtIDSpaf/c+w/eyrgubbA1WOgbHc7UIb2xNzZycM9OqsoqiFKrUHkcaGWZn9asO6sY/wl09mraGcPokdKLAX2vJtDn+6tDEgRBEC5QYo+aIAgXpO3pJ5iRs5/wrgPwKmWy8o8SaDACNURHhGCtKEQZ04Olcx+j0mKjTXTrS8trrRacDgcZe9YhdxrK8R1f4HO1vJfM4Whgf5GL0JAwvtp/gkVvLsHhaGpnsVj47LPPsNvtpKSk4HQ6aX8W+6B0Gg2SJY9KTTx7Nx7F7vIQogsAh42KahNxSXYkYwhFuRl48NO2cwpHgXuefI7ibV+jiO+Fo/YYskKJRq0iwKBlz7p0wgJD6dmtB6EmM9179sTDd62O8Z/AXFDAb7gxuZSsW7YKQ7/LSeTEXx2WIAiCcAESM2qCIFyQ+g4cjM3tpzKvjLKcGn494SC1dx8A9mSVcMOCpeg89bTvFM3wESPYf6K+1fcylZUSFx7BlGffJ6A0l9Ubd5NfVdViu9LScmpMDpyOBpJDjcy5bw5OhxMAu91O//79CQ8PJyEhAbPZTFhYWKtjVKoUVNeU4M7fx/MbthEdEsL2r34HICqpHZm5mahkyK2oJdMsUVpaC4Auop4lWzIw1uWQXlBG+OU3Ivuh3lRHVEIokeHBhGgV6A1Gnn38hVbH909hDEwkShVIQnQvwsMDqLHJf3VIgiAIwgVKlOcXBOGCNL8V+7nmtfLzsLl7na7P55ppo2/mXo/8yTE297autSlIa8fx7+6tZn5nouqjIAiCwJ9cnl8kaoIgXJCc1Zk89cjT9AjRsL/cQlpWNj9/vYygrpe1qr+MVasIuWwkg3r2wmdvZPS0mxl2yVDKp09lnt9P7969CQoKoq6uDoVCQVpaGvMliUvWr2fTpk3k5OTw3XffodVqcTqdPAtctfQJ4tsNQBMYjbMmnw1VlYwaPYFl7VKJeWw26w4cJyUmitDwQOqdXjSfrWTUM/9GUlUTHGxEEx2Lpm0/QhN78kVYGM/HdyFAq2bdstvRGkIYOe15rC47r5WXc+tpPusXShLuF17g+eefR6FQoFarkSSJdxYs4KY5c047HjcNHos9tRuJnnQOpecw9crBbC4KZOCXHzLi4G7euuN6DpW7CFP7SYww8OTdyaydtemiPGNNEARBuGiIc9QEQRBasuihB0mNjGbyNVczprqYdb8o2P79j4xvZaIGcNnAIUwaOIi+ybEs/2E13oYGOgOPP/44jz32GJMnT2bLli1YLH9UP9TpdOh0Ou644w6eeeYZCgsLOXDgACxYgN3rRZY0+O1WFAY9apeV3bvWAnAg+wSdIsKY0COFIks9BqMGk1KFzyuh8CvwON2oXV7M+bswxnYBQKmAn96ZQkRSKhpNEIc3fUBtWQbbh97b7HPFx8cTEhJCbm4usiyTlJREVGRks238+PBba7h6VC/+dflgfvx5I4nGppL+RUUlbCpt5N1rO3HpFRPQhkbxwIPP06nVIy8IgiAIFx+xR00QhAtSdJtwDFoNhSdOUFRZT9vUzmw5fKTV/e3Yvg2nx8uuvExWHjiExa/h5zXfAxAVFUW3bt3o27cv27dvZ/HixafaffTRRxgMBr777jsWL17Mjz/+iNVqBWD9jl28t+Zbju9fS06Vh82//kqv3sMBMBq0pJdUYnc6WL7lKMEBOrw+Lw011djdXorr7KgkBeb6Bhob7QDU1eTjc/vYtGkPVlMRpccP03XSIy0+m81mIzk5mbq6Oq677jo+/vhjAgMDm22jQIkyqA2Hs8uIjInjmqvHUl1QDEDVntXokVizq5LZTyxjwYJF5Ji9//2gC4IgCMJFTCRqgiBckDKzS7h6+m107DeIuPBweqT2YHtGYav7W/PDGurrqhjbth0Jso/7J4wj9WTJ/B07dhAREcHYsWOZMmUKM2bMONUuMTGR6upqrrrqKqZNm8b06dNxOpsKhkweO5b7J1+PPiyREHsFd0+7AaWyadVEQnwit/fvg9Pm4dkJl+Moq8Qvy7jzMtHqlPTo3BFTViHZe9PR6w0AzBvXDWdJCVdOmkxAQCwV+9OQHS2Xj7fb7bz77rtERUWdWp75n7OC/xe/D5AUTB7eH7/NRVJUFC65aZFGeXEuAyJ13DCoHfdd1ZXrB3Sle7Tmvx5zQRAEQbiYiURNEIQL0r68Msy5B0CrRx0SwuFje3B63K3u7/opN3HLddPIyMsks7SW7Qd2U1BUAEBZWRlr1qyhU6dOfP/994wdOxbnzhIAioqK2LZtG9nZ2SxevJiioiI2bdoEQFZ+Nmu++4yqvBxO5BzCZKtFZ2g6JqDR7sSklEnqk8i2Q0cxBhpQq9UED2mHy+5i/YHDVDb6SerWEY/XA8Cy/cVEdo3jq6mz2DbnBXZv2kVkgq7FZ6uqquK1116jpKSE8vJyVq1aheNkMnk6fqWE1+fGr1Gi0KiQtX7cSSMAcHlA1ijJLK1B27kv/kAnJRaxN00QBEEQ/hsiURME4YI05+HHsLtlHEcKKf/1IDvrVdx4+8xW9/fBR0v4dOXXHKuqYXjXzhyz+ZEUTTNIWVlZ7N69G1mW6dixI9HR0RSnRgCwYcMGpk+fzubNmxk9ejQrVqxg4MCBAGw9lk3XLqkoJIiOiCRmwDj8iqYZteKKOvaV1FFxvAytXkNBQRmSQsHrizdgb2ikXXAQ0bFheBUqrrzqagDqLTZMpTVc+cbdBI+J5fXMamoLm0+4ABYtWsTWrVtZsWIF2dnZ/Pzzz9x3333NtlGqVMT7jvDkmx9j8zrwIjF1VFOS6TI1cKzSztNbC7EdP8ijSw9SXN/6JFkQBEEQLkai6qMgCBek05WjPxcl+JsTdZqfVzfTprk3aM0dy21s5lpzVR9P59/NjNWrzbRrboRF1UdBEAThAiaqPgqCILTkzz7LK2lICi8ey6Z/nx7cOWcOtZl76TXlLuK79GfOjBns2LGDfv36ER0dze7du4mPj6fb6tX0OXgbh94uYntaNhV2F0EqDwN7DGDel7+f9l7zJYmtfVIpq7dxw/B+fPL7DvQKFXfgJTM2gJq4cC7xNzKtVxKrDpWzwR/B+HWbT5uMAfx0/UTm//obO++7G3VkCNX5hbyelcXCVo7TiC+/4umV31FYUEhlaSGRUZHUmc08WFXOW8YQFt9wCSlt22IwGLDbLIxf9AN31jeXngqCIAiC8J9EoiYIgnAGNu7NIiguhLgwDdisDBt1FYfT9hEPxMbGUlRURElJCV6vF6VSyZEjR+gGbHtmPx61gfdffI6qgjwO5ZZR09zU10nHM08wZ8p4+vYdwJpNu8itrIboKHwemcbaOmJjAjE7YEhcKHa55X1oE0ZcjrvGTKNFiWw341drqTdZWz0efq+P+uoKvl8yH3tdCfmFx5j9clMVTJ3Sz74iE6MG9Mfvc2N26pA9nlbfSxAEQRAuRmKPmiAIwhnwACeqLXy9/jANtSV88MFiApRNGZfD4SAgIACAsLAwevXqxbhx4wCY+caHBAWoyT+ynxe/PY4GL8c3bm3xfn6lAqNBwZFDe7GrtGi1OurrTHhlL2qbnW/KfCh9Pt44UERkWHiL/VlLKzE7rWzKS2NHZhqXvvcZIZKy1ePhQmLzJwvZ8ts6srP2sG57LkO6JABw55WDuHFwN37ZeZjiGhOSPoBOyYmtvpcgCIIgXIzEjJogCMIZ8PlBIfmZd9c0tm3awj33PUypXwvA3r17GTFiBF27diUhIQGr1crTTz9ND+Cp226lTYQRWWckTM6ksDyaen/LCZJOo8RSb8EYHMV9o/rx0a5j+HLzKanzEZKgp3uAjz3lLu7rlUic1sG6Fvp76/fNDA+Kxml2ExMfyepLL+OryuJWj0eAUonGmsDoIb0orypkzsRUcoy9yN80hjBZQ/vEWCS/lzYRoaglNVPaaTEdbfXtBEEQBOGiI2bUBEEQzoBWIRGuU/Hce6sYOnYsG3duZeniNwHYt28fP/zwA0FBQZSWlrJ161YcDgcA457sQlF9Fc4GG12iYygqL8PqaXkGrNZiI6+qHkthBbk1lZhNZnw+mVuG9GFzdj1uSYnS4Sfd7Kb3tzUt9nfMZOWjE8XoOqSSFxpHntvO9yWVrR8QCeLG9iM6LpEGm4Xxj77Bqk/fBSBK8lFrMqHs1I/0Xdmk5+djMZlbfy9BEARBuAiJRE0QBOEMuHxQ7pQZ16891qJSHlq4nPXr9wEwYsQIYmNjWbNmDeXl5djt9lNLHz1O6D6yF7OW/UKxrZH2o2/k5hm3tHg/rUpFfHQ0xkg1LrefAI0KpQJ++nUTl428jPd35XLIXE6VrY7nhsS32F+apZw6l5kkezU9bTV8cKIYg1Zu9Xh4PV4MagU3P/AMB/dl0zalO1s2bwOgT+9kIlPaYiw5TmKPRNp074Ts/1MLYQmCIAjCBU+U5xcEQTipuRL8zVWRbG3p/tNpbk16c3d6shUxNtff3HPwzH92NU5BEARB+BsR5fkFQRDOlXl+P3FhwZz44i3279/MSz8dIPVwVrNt5nr9XD5oEKveepKghA688PBDLFqzkwdcNvZ1bcOADslMvHoCL7z2NiaXh015FcyXJNbfOpC7pr9M27oa7n9iLjVWK+17D2T0b9/xWedUdDotkgROpxufz8fUwgIauw7mp1oJd2MjvRIiCTUaKHd7GHnwp2Zj9E8Yhy8qlHkL30RSKFj1+qus2LiTS3bt4oeOCTx5wwTa9eqPu9HCLQ89wxNf7Gi2v2u/+orUa6ew6KEpTJ46G6/JxNz3F5O6bju7xo8hJdBIxzAtQUo1xuAA0hwGpNdf/69/H4IgCIJwsRJLHwVBEP6X3C9fQtm+N5I+lBFd2qBUNF/8Q5JgybyHWfjaB8gOKw8+/gid48IAcLu9/GvmjSR3TObGCWN4dM4sbh7RD4B/P/Almfu3U19cxqLHHsRtM1OSlQZAly4pvPnmG9x///1MmHAlKpUSJIlwvRqTuZ42MUZ6dohAER6A22Nv8Zl8PpkOXbqiQAUKFVPvm43X7wOgscFCXNc+aINC0IVGEB0dhnyGqyKH9h2KWqNEExpMo7npnDSXrZEorQuX20R4sI7c/CIiAsXXjSAIgiD8N8Q3pyAIwv+iGX0HRWs+IVynI1DpJ0DTfKLm9/sJVfl4+N93s/fXdXz15Wq2Hz4IQP+kNnhdLqqq6jB5fUSGGNEHNhUT2fTlYvLy6mnbqQu5uXm8/eAsJvbrDsDgwYMpLCwkNTWVuro6Bg0aiEaj4ffD6egU0DFYS63dTrC3AaPG3eIzBRt0TBg7GmtZEea0PXicduIDm6pWhoSEYXd5KUk/RPrGTfTqOgCk5pco+v3g8XmI7tKfqoLjvPfBMnxuLwBtVTIqu5XKEgtWi53Y8BDClZoWYxQEQRAE4Q8iURMEQfgPDpcTpULBzqwKShpkat1ekJr/qJTxY9UbkWQfEdFxXD6oH8qTydh181/F43Lj9XiIDoumvrycpWt+A2Dv8Z+oM20gd/tOdE47DQ120swlAEycOJFDhw6xcuVKqqqqCAwMIjAwEJdfxuVzYmqwE6RREBak4WheSYvPlWBQ47HVYqutQBsZh99k5uHrxgMw95ZpVB07zPadBzBVljHiwZeRzuDrwe+XkRqq0PmVzJl5G9ePGAJAWkE+yeFGYgxKgtRaOkRHkZe2rcX+BEEQBEH4g0jUBEEQ/sPi6VfgdDaSMuMunFVm1qaVIcu+Ztv4PF6MUfE01JgICDaSdM2tp671HnIpNca2aDUGOiW3Jyag26lrr8xayMv3vUfMsP7oosI5vusQ7lIbAHfeeSc1NTX07t2bzMxMxo27ggaLBSQFbtlBaIgWpSzTaLPj8rQ8o9bo9rL+3eX4y80o8ZP284/8/FvTPrSdfWbSqFDQLiGeNv36MCw1jq5h6hb7VKk06EIjUet1oJYob2xagmm12JD1OsJC9eiMatyyBX+jq8X+BEEQBEH4g0jUBEEQ/oNPlik5/ivu+j38ePQYQ2K1Tev8mlG25Xu8ZblUl+ThttZTsn4llpKmWa6G0lJiFvxK3YliTqQdY9ULL1O8Y3fTtfJK4tZbiVzTiKPezKUjhvLYgGsAePGxx7hp4kReffpp+nToQE1eHjqtlhBJSSAudh5Ox1Z9AltFGbPGj2rxudZWuvg4PYeP1/7Alm++ISw2lGuHdQFAqqlA4/KTcTyT9Wnw454ccvLLmu2vobYWS0kJHoURDCEc2ryFG+9/CYABHRL5df1B9JIK2e3i0515DM0OazFGQRAEQRD+IMrzC4IgnNTa8vx/lzhaUzK/ubd1zfX29J8chyjbLwiCIFwARHl+QRCEc+Wr5B58/fK/UYUmUpq1n5ufeZu7febzHsdLagPmNW+jTEpBLi+itLyEj257stk2h4YMwGyu5aXpN5BbVMonG7dwor6OW+saGfLafdy95FsmdItmyIARPPfZDyx6fzi7R66g4rZbGZYUgVScT4BaS4FKT3Gjn9AVK5ialU1gVRrFRw+SkZfFK2sOMMvuaTaObSPHYLZYePSKDrg9fh5f8Tv5hcW8YjDwe/dOPHt1JwZMmEhD7hGufXUL//rX1D9z6ARBEAThgiCWPgqCIPyHu4YmUNXopaqygZ/Szfi9PnQ6/XmPQ/bLyJKE32rCI/vQqZuvPAlwMCuThXfdjN0vY/J4CTCEYJWbXu7VV5eg9Hm5sn9bvti6n9E9k6jzlQNQkrkXpaMBr8NBWmkxHTUe8NYA4HDaKSwsRvbC5ztzuPmKQbQ0Yeb1+RiapEWlC6HR7ef+SQPp3LkDAD4J7BYXJVl5BCZ3w6BWsXv9prMYKUEQBEG4MIlETRAE4T+0T0xAi5IAVzYzJwwmPFiPy+k873H48VJjsYJfRh0ajtvnJdhgaLbNfeMuI7VNEt0S4zH4Pbz3wAwUctOSwtiEJN7+8AGyKx3cO7oLfTvGYKlt+gq4pksnZLeXuOh4VCHhaNQKOnXsAcAjM24gTKchMjSIJ64dybgrRtLSyo7ysiJG9ktFp1IiyU4ClRq8JwueXB4Jl0y9nKSUduB3E6t0UlZZcZajJQiCIAgXHpGoCYIg/Iddh9PxNdqw+oKorbdy6aRrCDAa/5JYTOYavvngQ+694RbKSorwtzCTZQzQsWvHdiqrq3DILr7f8PupQihB3S9l27Z17EzLJye9gIycPPomTwIgp6yOwrISduWWciK/mDKrCYe9qYLj2l++obSkkJ2ZpRw+UUpITEKLC/C9Hiez31yJVmok0OZBoVcTFNA0hqogI3WHDmAvLMG0Zz+ZpSbCo6LOapwEQRAE4UIkEjVBEIT/kG0BW+Vx9Dodsx97AqulvsWqj+dKvzkv07lXd15cOJfHl6zG1EKJ+88P5hAYGULBmkMEZZpJTWlLo7NpJmtT2of0HZ3MY0uv4XBNOXtzyqjwJQDgkzwEDh5JRGwofQd1wTHTcO8AACAASURBVOxR4zw5i7j3+09I7NWPYKOGyKhwPl29lpbWPi58/Q1i27TDEBRA+35dWfbTVqrq6gHYmGOmvq4WDxY8YVpsdgeLP/38bIdKEARBEC44ouqjIAjCSfMlCQw61GotDqcTt9dLUIAOn83BXF/zZ6n92XE0nPxvlaIpKVKoNWhdLp5t5jP7UZWSQJ0WvUaDT5axNDpw+3wE+v1oo8LxeFwYA0Kora5ApZAwhkXiLK/ArdWgUEgo/X5kv5+gYCNeWYG7tg5NWDAanRFnowWv14tXllA6nTwjy6eN40mdDlmWkfwyRr0Wh9uL2+slwCcj67UokJG9Phq9MkpJIiI6mkfKxfJHQRAE4R9PVH0UBEE4F3TAmq4pBHhtpJXW0y4yjM6dOtB27Sa6S3qyFGq6pv4/9u47uqoye/j499xe0nsnBULoHYIgSlNBh7GAYgN772UcexsblrEx9jJSVFQQkKL03muAEEgjvZfb+33/iK/OWu/LDQPyW/5gf/7MWWefzclauez77Gc/3ThYVA4BL0H8PB1wUDyqLy0OL80OG7E6PY888hA9z7mAD7O7MvrT56iraabOCvOWruW9px4jNcVMwqhLQ+YyZO67zPnqByLCUsHRwM6iYq6qqea5C/qyvjVAT70Lf1g0Pq2BeJMR/bwVbMwfjNvpZFTvHNLio5j1/QrW/rKUpT0HMCc5DRUuUBQ8hkTen7uEjB79+CZcxTuRXrrERPHSbZcx48vFNFhaeefRu9h097u8odHQMy4cb2wE8bGxNHoCjNm1i6Uz3uWpr/9NW3sbEXo1Lreb5Ggz43cX8vKf+wtAIYQQ4n8FKdSEEOI/VFRWsfjV2+iS3Y/X3nyfjHPyqV38C2qVAbVKw+Txw3n/kSs4WFzJ3a/MAmBfeTWx4WGMSE9hcE4Gi7/7irz8cQAsXrKZZ/9+Gyq/hmsmjeWqe57kqr6p3NZJoVa6cxW3XnklYEIVbKH5y3/jq6rCoNJCexXjxuTS99xRhEVFcM2TH3EuYDSaqa48xksvzqG9vgqL3cna1SsBOFpegl6vZeO79xKR3YsvZz7MLR+vAmBElyTS4qLIyevPyw9GcfeMz9FoOqZMdo00MXlQJpMnjkdjCOOZ9z8jqEB12QFq6+p5+uqxRERG8NOm/ZTVyqqYEEII8UeRQk0IIf6DWqWiobKZxuqfSYuNpmzbCsyKQjCocMvlo6ko2o9qYDo795czcuxlsGI2rS4/Xz1xC3HR0VitDTjj0wj+2rm9paiQ+jYHC2bPZ/SoPjz/0F3kXnJNp3nUqGKwb9tGTlIq5Q01hBtMaBQ1jdW1jMuNZuG+KjQR+2nw6rkoLxf7vjKCPi+D83LYsWEljpYmDpTV8Mvu2VwDoAQZ0SWGp97+AlcwjOeuG86uA/UAxJp1hIeZsbXXUd3UTmakEbW64+PhUGMb76w+xMVjRjBn/hruvux8vlyxg8KiAq4YPYKIyHBiInSMyEuj+FjZ6fq1CCGEEGcdGSYihBD/ISkujLysLiSnJXHttZOZmJeFWq2gKCriEmN56ZkHqKptZMqEfLZu3ABAlF5HSnw4WsVDamoGI7KTCPg79nBZ2zzo9HqmXD2F9My+dE9OYu/B8k7ziIwKZ/SYi0lJyWJI/jjCI2JwBVRkdM0hzKjj5jHDGDX+Eq6bfDlrt20BQK1RkxUbSb8BQ4kMM/LG3+8moHTk4XC5iFIC3DJuAN+89xhReiP5PTumLR5utHHrFVehDpoY0HMQfbNSwN9RaMaEGVn5yv0kpqTw8D3XkpqRg0GrZV/BUQyaAHERZlQ+DynRBmLCzH/0r0MIIYQ4a8mKmhBC/Ae/T4vV2YrJHEV1WRFKbDg+X4DpV5zH1VeOwWG1EmHU0dRuR6XoAUiIDqOmqoaD23bQM7MfsdNuQaV0fA+WHh1GzZ6f8BrS0GijMHgb2RPdmws6yWNAqpm3v/yK/PQUXAYVIy+9gaKf1hJUoD2oYfG6nTgCWhyeFtyajjyOlpQwNKkvdeXFGGIyKNm/ixFDB8POApKiY6l3OPjX1jrMAxVWrNrMQ9M6nqUNemh01JDYYzT1BSv4ZO1eRp97DgBOr5/NW7ZjcmnpNiSN6IgIwg06NDoDP2/ZQ4pGS3pyHA6vm8yMNNh9+LT8XoQQQoizjayoCSHEf6irq2bVzqMoJiMR0dFs3rqeMJOe4f3zKDp8hO2b1qM3mGhpaSEyvmNF6qsFKzhWUsyQ0SNI6peJfsZ7eANeACqa2vh+1nrcXi8ev59bZy7C0tbcaR5LFvzC0Lw4NOYoGptsdDvvUuLiYlh9yEm0UUdWdhKGcB1bb1jCwFc69poZDUZmLt1MeHQUySlxrN+xhzCDDoDW1jbWlrfTWnyYrXPe4b6vdhP8dcx+UGdg78FDqD1NzFq2DrM6SGNNNQDRZiM/7CnhwivHoVYpbNi4A6vLRcDnIiMumprGWixeK+qwSCosjj/89yGEEEKcrWQ8vxBC/Oq1EOeDuf7gZz0b4m/v852cU3Y8MSGutRzn5+Eh7rGFuBaqHeOJP/fnihBCCHG6yHh+IYQ4Wc8rCmuGDOWjp+5j8y8/sX//XhYWHKPO7uZVYMHFEfRPnITDYcEUFklhxRbGbSrniMNHu1rh2ienog3GEDs4n7CkXJYPHcbTJ1GYPK8o3F9dznO3X41OBVHhJq64+wkS0rsQBgzesoUbrp6Kw2FBq9Xz98efQfXSi+xJTuLGO6/BGwjD7tUwb90mpg3qxYa/P8qbSYl8eufl9M7NwaTT8czcn3js/bl8nBzHm2FGzBo1w3p1Jz8zjgWbdzNcbeDZoxXHzfEFRWH/5DspK1iJxeOj3WZHpdIwrbGeGX7fce8rryrm+quvwtLsBrOOpIQ00lPS6PHpBzwsRZwQQghxQqRQE0KcdZ66bAT7du/A7/FTa/GSGRtDn3QVFFSCoiEtzoxZF0NLUzOb6g0ABFEYOvUS+iT3xZSais/tw+VqPKU8Hrn9et68fiIut4ua+noeuOsOFtzRsTfsvjtu5POHLqO9sZmNhSU8++zfecrrwUQKTruHyoZKtHoDo/v0Yl15bUcfuxKk2eFGp1Kj79aXO8bXo/y6OnfZOX0JWC289vQ9aMMiGT1sI0GHs9McM9MjmDLwelqrS6ltsjJ7w8bfJloeT6PFR0tVDZ/eez22ViuNdie9usaw8pTelhBCCHF2kT1qQoizTl73Xnw0ex5jx4/gYGU10eFmuqclAdA/uhd796zh8IafKD+yD7utDf+vExyveeA+nv3wE4IOOz6vD63m1DocRo6ZiBs/O4qO8c7Gcl64YSLB5CEABH0+2hwONBpQFAj6AxCEEf26su1gMTurGjGFRbO18BA2SysAvdKTaHPaufONj1k051O2HCj7rVCrr6thc2kt5QWH+W7BKjL69CU2vVunOZpMJspKCgnT+XG66uid0aXTvg6TKYy5T9/Jwq17WLprJyWtbRwoKj+VVyWEEEKcdaRQE0KcdQIeKy/ffxMlRYcZ0jWdHgkR+HwdrXw61IzrP4hLrpjC+PNH8NfBGfgDQVDAF/Dz/K034POC3utDo9OdUh5DR56HTtEwcshAruoaT0tTE87kngC8enM+3VJSCDdGEub30iclAgji8XqZeN65nNM1jahwPZNGnY8l6Afg0n6Z9O2Synt/u4MhPXK5ZHh/VKqOP/PtAQNarZbiwqNc2CUNZ2UdKxqO3774f3ncDjTtFVhcBtJT+mFSqzCZTCHvCQYD6JztXN6rC8aAjl55+XhaZdCIEEII8d+QQk0IcdbZ//VqVq3dwLaNZagDelyBIF+tOwjA+tJ9bD94gFqbn9Wbd/P9gV2olCABwONsJwC4Nx7BRzsq7akVavEJCWwOpLJ202bC1Eb2lFUx5b6HANjZM4Fmh4Wk4X2Yv6+Mxz+8h2AwyMHiGnbs3MXa7buZvWItm7ZvYPPBYgAue/krnF4vcxdtYvWq/bTaLb+tqN0zZijX3fUImtgwAlY1lY3N9Ivu/CPggQf+TnbOOHS6CJqqdtJkt+LzeELeM2JAXyqa2qg81kpOZgpRA/IJnn/RKb0rIYQQ4mwjhZoQ4qwzd91Oxo0dTWJmBC7FicXppNXbsboUbgjgceqoq2+irKyaxBg1fj8Eg+ALKMxbs5iWRAc6/Ki1+lPK42+PPMDMDz/hkblrsWq8/FTYgqKoAbi5+z04bE5mv/8VuQlmKr79HgBvTQvHKmsZPrg/Scnp/FRQQtDXUTgV7drBloMlDBvcjYnj84m9/OHfnnXBlOuZ/6/X+bnaw0FrGeETbkfbY2SnOSpKgDZ7OaXHivAH/RiCbiKjQ82XBI/Xzd8+W0yDToUxJZvy+hq279h3km9JCCGEODvJeH4hxFkl1Oj7UCPzQwk11v94Jc2tIZ71Qoh4oTI8mfxP9iiAnBDXrvtzf64IIYQQp4uM5xdCiFOx5cLpjB/ShQcfnE5RQTF3/eNr7p/a+erS8Xw/uB+PXH81wwf0o7m+ik83bseUkkHcY08zobyUi8aM5flLh6INBPhk61Gy01I6jbnp0quYnKlm4nlDcdp9TH1hJmOOlnO4SwalYdFMHNYNj83G5oISXMAVh46cdP43tlbxwoSpTJl+MVZrC22WOr778RDnHNjFG2Fh3H///QwePJiSkhK2bdtGzsKF9PvXv0iZfDmHl3+Ho7mFqpJSPEmpmP/23EnnIYQQQojfSeujEOKss3LtPq6ZfAGBoI+s7hlM7RvHlLs/OOl4UWY9Rr0GS3M9QY+P2NRUFG9HO+LCb77BoATpmZ1MZvfu4Payes+hTmNWFhXSPy+D8MQs4nPyuH5kb4IEidCp8DdUcc3gHtx28ViemTaBxMhTa8FsLDvKyGF9SUjJBJ+B/VtqCDN3fI/Xp08f0tPTMRqNZGdn061bx6TIgD/AsV2bCItMwGiOQlFpcFaWnVIeQgghhPidFGpCiLOPx0ViViZul49532xEozei0p58uOraekyKllkb92DW6jF4XSj+jjPKFn43l9zkWNbtqqLwYCX3jB5KmKbzP72RRhOtbQFsLfVcNP1hnGoDoNBUX09WbBhvzl1OdU0tcUYtXqv15JMHYk0+3HHJWL0BImOSGXH+MKIiO86Pi46OJj09HYfDwYwZM2hra8NoNOINKBjUal565T3Kdm7F5/GgV0mThhBCCPFHkUJNCHEWUmgsOojH6mTqFcOx2J347faTjmYLGjB7LTwyuCdmu4ulX33Blu++BqBvdgrxyUnkxhlIiA0QFmcmMT2305gxXXJIjtDgbXey9ssZmFxNJEZHMrp3FtMvGMSVg7P4afFKCg8dYESvUDvGOtdQcZSRA/OIM7rQ60BxOGn/9Szsfv36cfjwYcLCwpg5cybFxcU4nE5KCg/h9+u5um8vIiOzyeszBLfddkp5CCGEEOJ3UqgJIc46ftSEJyVDays+l4OH31t8SvFeePAOapobOFR6hBrFxN3nDWbmjVMAeOD1D1i6dT8HapuoPRLAHvRx8PCBTmMGggo2FLzeaKy2dmqcatpdPvQmA8EyPYMe/Se9+uRSZnXTJSH+lPK3NjqwNFTQ2haDT2Vi7oqttPs7zkqbOXMm99xzD9HR0ZSVlTF16lR8Xi9dumXxxuQ70UfFYCk4is3pYvHc1aeUhxBCCCF+J4WaEOKso9bA0UMH2Vmwg/sffQuNGhTl5P8cmrvkceE9j7CntorV6+aTGRuN6dfBTxqdjqAC456aiaGLwoA7Xyc1IanTmIrPy5qN2/EEy1k2/3v2N7oAWLBuL+E3XcmRQwWYhowjSW8mKTzqpHMHqDtaxd9fm4Um0EDL3s14CBAeHglAXFwct99+O1u3buWbb77h8ccfB8B238tMb/NifukzNMvWEzl3Bf9Y/dMp5SGEEEKI38l4fiHEGelkxs6HGm9/smP9Xz7Off4QeQRCXPujczzZ8fyhTlK798/9uSKEEEKcLjKeXwghOtMwMZeD3kx6qOzER+iYvTvAD++PZ9GEp1g8NIsEg5nFM5fxyUe38NHKQzj8QZ4NEW9/WiL3PnkHcVFx+D1OnK11HCg6RPUHy0PmEfvx+yyY+TpOi4UR3Xuy4FAR7cau3Fm0lWeASRPeYv/BBVgslbS0VaBRa3nK7+brnEwGpMTwzB1TeOC9bymsqOcuX6jyDnq+eQ87t+/h/sdnoFOrmD/rIw4WHiBm8c6Q970fEcnTFw2grsHCkqJaGr1eNF4fN7e3sXLQQCzWdp669hLqaut59PPveMJoptcb7+DN6Mazz9yHtbWZutZ6FLORZ8tbQz5LCCGEECdGWh+FEGekYNDDgpn3cuvkDPr3TWX5a33J6TYUgMEpepISY3DabexpbOH1+6aj16tDxotLSsbSbmHpskU0HjvErCWrUOnCOs0j4PcTcNj57s0ZPHDHrYxIT+TeaRf+dn1A7yvJH3Qj5wy9i8T4HvgDHetpLRYrLz98I6AwfVh3XF5fp1/TKTo1i9bvQ6/T4vN5KC2vZuS4zs+HmzIgk4MlDWw8WsuQKBM6RUWQjvfhtbfw8V1XE6PTsmjLbmbccRWqgJ+fFv7ApsKteK0O8rr3pmdOHhr7H/pFohBCCHFWk0JNCHFGio01cd9L31JZ0kZksJXI2CQUT8c+L5M5heE56bgDNq4fdTnDB1+Nq5PVqn37j5CR3ZthoyaR3u9cJk26jKwuXTvNw+Xy0OQKUN5kweL3M6BLFivn/Ou3605XK9mZ51PXWEhK8gAMho7i743pE9AaolCZDSytsOJ2u3E4nCGfVbBtD1q1hubGeo4V72P6Tdfw/kffdppjolnH8JQkJnVPwavSEK5Vcetj/wSgpqGNpVv30icvlzdvu5ZIcxh2l5vdOzazq3gfyenZqLUKqWk5ZGR06fRZQgghhDgx0voohDgjVZT5oJcJvbqJtOxUnK11aJMHAXDliFE8/vnXXHOZCYMpimWr30erCb2idvPN11BXUYHG2QhxQwnWl7OnpKjTPN54/S2StEGaDu3HbjbSlppB85YtACiKmpLyDQSDYDbGkNttPFZrNZStwavTcGTPBvQqA1dmx7JpTwyqltBthfPXFxAbEYHisXJ053bSsrKwOzyd5tjq8PDdwQLyIg1o9UbGJEWhLHqFILB03WriS3by8/qNbDlcRbgZ/D4/ySmpBBQdB8vLUWs0xMVGoDOYOn2WEEIIIU6MrKgJIc5Il/TrxfIdsKdJi6IoVBeXkXXJ5wBMeekDSustfPztK8Qlp7GuqBbFH3oAxvaNG7CZq9BHh/PDwhVUNlbS46qnO81DH5VOwO0FnQqLw07JLz9hc7oBiIpMp7buMA5nM4GAD6ezheKy9QD0zYklIzeXNpeHq97/lsbGRrTa0KdyqxWF2lYLepOZtC7duemJf3LzlPM6zXFPbRvjs+LJSIvBGVBh1WvY19Rxrty2bdtYtms7gwcNZFBCIoFfGzBr6puoOHyMQedNIEyjxuUL4nK7O32WEEIIIU6MFGpCiDPS6oMlUFfKe0sdbF+wH39LAKOtEYA7br4Hs9+P19CPpduPsvqXLYR3MmRWo4nA2+rB12ZnTJ90VHYPLcvf7jQPbXMZ9w7qjbbdQrLBwEPX34Di71i9i9eaKNn3b8L8PobmTqCtchsRv86DDDqDOFoa+GDuEuINRiIAS1voFbXxvbOJ06jZtnAeW3/+mSiNQuHu4s5fljaWokYrqnYvwYCHJIuTFH/HStybz77KjE+XM+2J12j0WPj0h7UoQLC1jbpDh1i7+FuKy+qpPVhE6a49nT9LCCGEECdExvMLIcQJeLV3d9L69yExNoEwtYoth4vYVVzGyKMl3HkSf0efVxRqx12Cpd2GzdZOwOdl4Jix6JyH8H+1gkNpkRTXW+ndJZGiygaSwzX0a/dSHWbkgMPNed2SqbW4qWpuY4QSjc5WT/hNN7J95UIuyO+Hyu3nQFUDRZX1XNHQiu3BB3HV12JXNLRbLLQ2N1B+6CDntln565w53H/HnXgDfmLCTTw6dQL6bsPJv+uO4+a/+P67iBnUl/lzPsHS2E5UXAyZg+NoeWUZxvGjiYuJpK6tFZ3BSEttFZWtdrKPlrFRH07fuCiM8Qba2i343QoZiZE8vvvwqfx6hBBCiD8DGc8vhBD/00p8PnoM6M+o8y6kzeEgrKKYilWr4GjJScf8peIYX/zzDQymCAzhOl6dO4OUbgOIYAV73T6WfH4rXbpl42oq4+bHvyVoaceQmsi47HhuuvIvxMYlcLhwL2/+sIk+G+tpycwmalBXUkaNwelzkFZxhO2bndDQSkmYkYk5eSi2duodESw/FkVFQwW0WcnI1lGoMbLz43tprqzgw4V7eOHGqSFzD+Zpmb32G3KHD2DoyAuw1JYz87NPGQZos9JYsXcLjz75BIlpmbRXFrLkl83YjpZRZvRz9fhzuWF4V+z2dpbuP8y8jYdO+h0KIYQQZyppfRRCiBPh9eLXmTlypAiCQY5W13P46Am0FYYQaTYRHR7GspUrefP9z7j0mtdobuoYyFHV5uSXVYeprPXw+eLDeIJBvEEwaxXye3ZjW0Exbo+LtXtKcLk62hSjE+LpkduTLXt247U40Cg6MuI7pkh6bS4czXVYnS7qmy2oPS3k5HTvSCTMyKY5z4FWze5jrZybm4zXGzp3n9tPWVEVXXP7oFYU9u/ZjdlgAEAd9NIlIY5IkwZPaw0RMREsWbYMgKGp0cSFq6lsqKGisZXEMCMGcycPE0IIIc5CUqgJIcQJSO3dE73LS05sAoqlncF9BpJ67sBTivnsFVMweXxMGjeee66bSn68hxl3XwXA949PYtK4gURobdwwaTBNNi86lYLH4yZMq2Xs0P74fX7+cl4++l97I+KzkuiRlcqEwf05uns7uUlppBuTADAW7SVMYyBSYyLQ2kyrzYkhruOa7VgpUbGx6JMyGN0/h34jh+GurAiZu+1YCX974j6S0rsScDrJHzGW7t2zAAj6fYy+6GKSewwhMW8gUandyI40A6Dgo6ShjupGC5EmBbfbhkEVcUrvUQghhDgTSaEmhBAnIDEhidZDxazZtYtmV4BD+/cxfeayU4q53hWg6thBaosOsnL+PH4pDTK/uKO9/ZvlW9m0rYDVvxTzw6I99Es3gQIGvRZPwE27w0JLcxNHdu0jKz0ZgKjYNOb9MA+734ujppWC/YXccHlH4ff5zv00WtoprG8DxcCOvQdorKsBwDDiWnSJXfEePMYns1eRc/XfMfW5KGTuffP/CgGFxXNnU7bzEPXHCokwRwLg8QbZv2UntoZmilatobXyCJm9hwNwXk4iq3btY9uRUuas2Yff6eOYrf2U3qMQQghxJpJCTQghTkDiV4vI/WEF0YlJWJqb0bz6IaGH5XfuxkvPpbGtgZj0BKbcfTM9Ij10MfkAUNQqUPzEJ0fQ0FhFu9OPPxAElYoWuxMNCg67nbvnrsDW1gJARHgc5/1lPHqDhvHn/pU7rr4ao73jkG+tIQwCWrolhGEyagiq9Rwp6RjgERUWiWKvxaMNctl53dn17xew/fxWyNw97naefPZ18i8cQcqQvrS6Auwq7pj66PZ6yXv27ygGP15/CaNue5fciZcDEGbUEYjpj8PrJdas4WCjnVlvvXKKb1IIIYQ488jURyGEOAEfKMcf5HSyUx9PRqhjubuEuFZznJ+7QtzzbIh/14sh8g+EiBlznJ/f++f+LBJCCCFOhEx9FEKIE7Hh52WUlh7FabUyaNhw+g0dzismE+P2lbL4q+9ZseYnnn7gEfqOzSfMaCAhOvy4sTRXX8LDS7cTERXDjfc9yYevPUZeblfGbVzPqjlv8sCz32F1BsmOiyYlBkweD6mb11A++XbGd3UzdEAeQa8Dh8fLi58tZhCwcNgwrFYr+fn5bNmyhaFDhzJ//nwsFstx87g5PZHX17/C8tlLiNHGkzduONfc9R4X7djFvOF9sNqceDwB9H4HfrWGRoeXmyrreew4hdDzikLqjkK+fPIBIjzNWK02LE4P+Xc+F/LdxtxyPdH5wzh8tILKAwW0tNRz9S3XUXTzQzhvmMD+Fbu5a1ISFrubt9a2MGbSJZjf/1wKMiGEEOIESeujEOKMte7Hb7i8fxduuWgYyc5StAYjAD6Pl+r1n7Pgucl0DWzlxlED+GHxFyFjLd6wm5fvuoRfPnue6wZHsvG7mdw29S8AGPQqFFMM25f/jVWLbuUfU3vhcXd8qVZfX0W39DD0ujAiskcRlz2AYLBjzclisXDttdcSFxdHQkICS5Ys6fTf1NrqoLk9hUEqhVHnDELbWM2cd+8GYH9pNbZ2Gy6vF5vTz/j0OLolR3Ua0+vzMTzVxOz3XmfZ99+TnRhLuMkQ8h6dVss/P5jNLz/8QFNTM05PkOjIjqEgWpWfqyf25kBbPE3OSNLMCt1Mf+iXjEIIIcQZTwo1IcQZqWDWK9x21x188sln7N+2CU0Qqn54HwB3ywGOVB5j59YtXP3MV9Q2NvPGq/8IGa+2qZ2xF05iw/ZDtDU38+PPG+g/oD8AyQlhhKsU7nhoPtt+2s8vm5tYU9KxbyxW1cb7C/ezdvmP1B9cw5dfzePWKeMBcLlc2O129u3bR21tLampqcTEHK85sEOzEqT2h8+5b0Ex1sN7mT93E/UlBQB4fQGu6Z5OL72W+3qk09Jix2R3dvqufB43EVoDRTt2Mnv2d5h0WuikNXPNus3UHivGmNWT5LgoLu6eghLo2F8X6w3SOy+XiuIi9pU1cNTio0kf2WkeQgghhPidtD4KIc5Iap2Ggz/NY+rEizBGmnE3NuDX6gH4Ze4LJJvMxMTF8cbN48j3pvBBQmHIeAbFw5FtW/nLhX9B0WuZnpNLYt/hzAeMag0pJi1fvHwpBmsNGSg8+cPOjjx8bTw57VJKyw8RnZDCtMu6sXtbx7TIzz//nIiICKZNm0ZLWNPAWwAAIABJREFUSwtvvPEGCQkJIfPwev2YIh3Mu+dCWpuruWZQCmsr6wDomhRPMCGWB0b1QzEYuTgjg3HPfcSgTt5Vm9XGtGlT0Rsi6DpAzfhhffmgwh/ynqCiMOH8fCaNHc/EOC8lVRbWb9wGgA2F7tkjuOISJ3t376BffDzHmpuRIfxCCCHEiZNCTQhxRrK3WsjsNQBrTQX1R8pJzc/He/gAAPV727ApJtZt2Eq/HukEzh3AtYHQZUSby8faTT+j0WopXHeEnteMZ2LfjpHzbquPgvJa6kq91NQ2sW3fEaLCTWCHLlnhNLa14LJ5cNidHN61EldExwHPO3fuJDIykm3btmEymXA4HBQXhz5Eu3ecicMFB1HFuck6705+mfMs/a/7CweBtEGj2K8zkHr0GDFhMWgatvP14mUs6totZEyrzUpp7SFiMwbT1rCHxWH9UCtNIe8JBGFvUTndordhze6BqrGc3bsLSAQeSZmKLjGe5CEX8vYXK5g0Joem2mop1IQQQoj/grQ+CiHOSBGR8XibbWgio1CSElBpvCQMmAiA0+fH6XNypLSakZdMYevuLRQXFYWM9/oTd/LYK/9i5coF1KuOgNtK0eYFALgcQWrbrHy4cC06tKgGDWRM73gAzjl3COXVhfhKvLRtLSMmOQJTWEd7Y0xMDMeOHWPatGmEh4czaNAgunbtGjKP+JQ41q6rpr6uljsevAu71UlS994A3Hf37Uwaex5RMRF065lAU7uL5srGTt/Vd089zQff/sTRw9sJel38+667cTlCzYMEi8WK2+PBYdCSqgnQXF3FjrJqAPbu2M4TL75Lc+Ee8nJiOWhXMXHM+Z3mIYQQQojfyXh+IcQZ6WTG34caR3+y4/SPRxfi2uMh8nghRB7GEDEfDTH18XhOx/sIFVMIIYT4X07G8wshRGfejY4gNiaBIGC3WYi0xaOgcJX9AKp3X+Xrdz7gljF9eH3pfmoqyzjm3Boy3jkffsDCTUv5eeUWUpJiSQw3Ep+QRML3y0MWHw88fB4XxHWhT0pPonv2YPOKhXy+Yyu9fizk6wEDeGDaaM4dkMs9z3+GRxfFuSntvKYorOo/AJ9aRXNLO7Fx8WQmhtN93RZ2x8SxxefmsbFD2XDoGLsbmkmKjWJicRn/7tmfpPg4ruodS1aimWlvfk9hVSPvh+uPm58G2D5mKO2NjTgddnQaDRfc/Bh6uy3k+xj92UwefP0DuqfEceXwPF78bg3xCTFcvnELt0kxJoQQQpwyaX0UQpyRAgEfYSYtHz90Bc/eMhWffhT6sI4joT998yPeuGMyeWkxvDipJw/e+SSznt8cMl6yPprHbruaFZ++xpcvPcGLD99FxbHqTvO4oltfqo7UEZ2Vg05jZvSka0hKTAbA2tJC725dSO06gBfvvwZbYwNNUSMAKKqrYt+hA0TjpejwAZZt3obb66PO6SDebOSGe6cxe+77BANBDtd0DBOpqKgk1qzhwjGjSEhIZOrQTF5/4blOcwy6PQzq1oXLzhvOOb26cnj1HCorKkPe47S109bYxL0T8umX25P3br8E3KHbJYUQQghx4mRFTQhxRgoGAjS3NPPR18sZOzCPGvt8upjvAZZQ19BAW5ODHbsLKLd4mb9lKUonrXyz3EGm1Dbwxb+/Y+z55/DMv74hThV6MiLAsx/M4aoBA/lxzheU17SQ36sb7mDH6P7I+ETe+3YLL4SFU3CkAbfTTtG+PeQAT1z6F8INZnr0yOWFDz9h89ESTEYjAYedNZ+9wkU3Ps28p+7h0u6ZfLb/MABhRjXLV62hrrGRSEOQlTuLudxQQI9OcrTabEyYPo3crASWbNmD63AROuPxV+EATOHhDMnN5KnZC3n66ktZfbCckqrOC1chhBBCnBhZURNCnJGMGhWXZCTxt+nXcvGYC5k8chjdc9cC0DMjFlV6OJMvvYZhGQmdFmkAng/eZPoDbzD94kv4y4UTuf2C4eyobev0Pq3GwNSpUxh3/mhunDiW0VOvwhxjBiDo9/Ph03fgcCgM6ZGGVqOjob5j+EdWYjL69lYUh4d/XDcdt9+Lw27DT5CNP/7MfYN6ExmfyeP3XY9R31FUOZw2Prh6Ep/d/lem53dl5qWjsHp9nebY1mZlaPduFK7dwQW5uUwaNZRgIHT7YumRozg0et6+8XoSo3Xccv4wfC5peRRCCCH+KFKoCSHOSDq1lj21Dfz8zXKspSr8ZhN7qi0ApA+No6TiMEf2H8OruGioa+00XovNSrXDzpId2/nxX1/wzd4K4iJjO70vLlLP8q270KX0pNKQTkP9EY41dhRjkTGxlJYewJSWhK+oBb/PhdPRcUD15gP7SRjQn6LNe9lVWYBWUaFWKYRFqQlqNZwzZjy/fDSb3DueRvm1PjJqtATMNhwBNY4WJ3fOX4NZFeg0R5NejceskB2fhbOlHavLg8EYatwJbPzpF47UlOIMOKiscuMI2DCYDJ0+SwghhBAnRgo1IcQZaUB2AonRRlaX7mOvbRdHig7SNbJjD9WaRQf5ZfEBktM1PPf9Ft79xxvM/fe3IeO5wsyERUQzc9FG3t5VQMGhgzi93k7zUKsi+WDxcgzBZgb2SWCfM47kyDgALG1N1LXW47PVU53oYVJ+ChpNR2H19tJVVJUfI/3c3tz5/izsHj/+gJ/wcBPxuVkcKzmMKtvIwvkbuGXgdQD4g7Bs8xG0mgBV7Y0oisL2/QWd5hhhVJj7zXdE9soktmsO1z/9Ng0le0Pe01hTi1kfya1vfYExMsCStYVo9epOnyWEEEKIEyPj+YUQ4lehRs7HhLjPeRLXQm0QDtWsGGrC5Esh8u+8AfK/I2P2hRBCiP+HjOcXQojT5ctEI5PH9mfjlkJ0cUn4PT6uaLLhvmg0s3buZXKvOC6bMJHdhbvwZ/XHdutTFE27BoNBj9/WRo9ePdiz/zDfLV7Hs45mPu/ShV7ZOcyd8Tfam5u4+19fU1p2jGsLDrA1K4pNzUHm/e0qYk0+7n3zB1ZtO8Craek8UPgtHk8YR39eRlz+MGiu54ebXwiZ+87Y7hQ4SiEIV+XnUmt1s2FvAzf4LWxbUErUlzfwxO3TaKht4I3ZP+ExGjh36WomLJ1DtE4FBNAZIvH4A9gDahaOvpiLt2/mgZtvYd0nzxJ0Wrjg9ucZWlr7P/PLEEIIIc5i0voohBD/wWZ1M7hvd/71zsv4Guo4XFyOP+Bn089r0Kg0VNhA8VlQmZJ47pm3AVi9aimLfvyBZStXY6+rxqzxkZSUAEBTYyMPT5+MSqcnoUsOUbGxEOz4wm1VrZNXLz+HvLHXEp/enSSzmQWf/BMAR2Ep3tKjJMYk07RtOy1uJyp16O/WHnjvJkqcXm49J4enXvk7Tz1xE3dc2A2A3QfruO/mW4gwRxIVGUV+j6601DUAoGlqw29zgdWNv9GKxx0gMi4TAKfdyZQLhxMM+FHpteg99k4HjQghhBDi1EmhJoQQ/0GjVvHZ/PWsXbOYux+8g/DwMJwOJxarA0dlGUFVJBER4VRXtaHXdOzJiolNpm9uV3pkZXL9jdO4bsql+H7dvnbRyCFERkey/LsfKdixHbXBhNls6ngWAUzhiWz85h12HmrnshE5LPj+RwAMegMNe+rwqbXU1vhpLg99rhmA323j6bG9cAY1FK5fR1JaFyZcPh4At9VGvE5NeVERyxYuw+v3MyIvFwBtfA8cziDtziAVtQ3oAwolFR2rZvdfN4VL+6UT9Nu46r6XuXBQ9h/c2CGEEEKI/x8p1IQQ4j+4/XDb+b0wOT10TY3G6nRjDo8iGPAR0Bh55LJh+ANB/jq8O12z0wCIjw3ngvPHMHXCOHZu3klKWiZabceq04HqBhSthqz+/emSkU5iZleiY5MAMBhM9OubTfe8PGJ1VuJNCh8uWA7Ac1+sJhinpr6sku6JJubvacLpCH2gdHZuDpMfvI17rxlFly4ZeNua6HPLqwBoTSbsthZSk7IZMqQvHp9C83VvANB9/LnUlldh8qrwttayZN0mBvTpDoDF7sSkj0LlVfHNs7fy6foi/uR7m4UQQogzghRqQgjxH5zeAHsPFxNwQGRUDEkROqztTSSkJ9LssFPeWM7q5S1c/sQ/GTZhEgDRySMobqil1mbHYWnj4uvvIxDoOAxb8bjZd2A/VrcdV3s7cWl5hCckA2DwuWiyWFCV+vA627hp1h5aqyoAWNAylejYKILh0bz24y/MK7oCdzD0SJCeF9xOv0vuZ3NBKYa2FiorKvhtOH/AwWWlfXE4miira+ATaxxr1xYB4Pd50SXEUl1dSnh8Ag++8k8m/2UUAA6/gsELfl2QguL9ONVm1CqZ7iiEEEKcblKoCSHEf8hNNvHp6iLaNUa+mTcHh9NF0B/A195EfHwCD772HR+t/pzwmHhmvfM+AId3bsVudbB8/RYGjhxGwB4kPrbjjLU1mzaRm55MoKkKV3oeORmRpORkAlDn9FJbWoqmbyxeZxtjMmL496wvAGhrsVFcWYfb2cbC1jtxtYHXGx4yd6fdDcC9X63HFaknLibyt2u/DG9gTMo+XFo15uhI0nQOLL+2Z6YmZtFia6FVpWBTtGQlxdJq71j1c3p8PPmvd2lsbOaqf65B5XXLOF4hhBDif4CM5xdCiBMQanT/n0WokfnHyz8uRLy7/9yfD0IIIcSfzR/6nwVZURNCiBNw8RfvsqBnKpGX5hB+cRfazk3COq0PAIdueJrqvn24/sd3uH3JD4z9dBmFm20APNpqZVVGNG3n9mXUE/dSfU4PHmu3AxC9rZb28ck8smMWmbfmMzfWTMqejiEey7skMvLhMfx1xnRypg1gZ89UItLSqM+Lw3tlXybOeYF7d69AfXEKUR/P6jR/722TGfXPWzDdNALbFT1Y2iWGpssHAnDs4VtouXUigYevJemfj7L/ynH0/3r26XiNQgghhDhBUqgJIcQJ2LPmC0YPTMKl1ZOZG09WejSFh2oA8GrcPHTXCCL1kbiUAGmJbtbd2jHEg2CAc/K688C1N9B/+Gj6de+O8uvqls6g44Zrb0JviGT8JZOJ0ASwejpuq3R56TnyGiK7XsG5469nQ50VgKgoHV179cJla6el5igpqTloVZ2vfJUf2QtBuPv227lh0oV4rTZG5ecBsGXDBjRaDVHRYXy9ZCVv/v12vv/2oz/4DQohhBDivyGFmhBCnACL1Ut+up7UlDD0WgMOT4Baa8dwj7ev6oEjAF9/sQBDoIIYnReDe1/HjYqK/l2zOFpVi8PhYNr1N/1WqCWbAmT0ysXjaqbgSBUjM2IxKB37zB45fyxhUXEkhjuISs6iW3THuWwGjUJ0YhR7C6toqq+hz3kTSI3t/E95RXktPfJywRhNZv9xvP/Slcz+90oArE4vJp2etqZ2zh3UH7fLi8sTenCJEEIIIU4vKdSEEOIEhEVpeOqbAxgUhQhzBH1zomlo6hiX3xg+AFVEAnkZJg5uLuVoxXba/REABAIB1pfUAEH0xgg0qd1+23zbWNtE+b79lBaWYgy00WoIUvDCGAAW7VxPVVElBZuqOLSlgD7RHYWTP+imqeAwmdFq1i9bwp4f57K1oLbT/N/9aj67123D3VqJ31qJqzFAbFzHcBKHx4PeoIBBTbvNSXHZEax25x/7AoUQQgjxX5FCTQghTkB1lZ02m4/MbrEo6gCXvrUdi7djBP/+ojo2u/PRRnhAqyI2PprWjzv2ePndTj5btQWHuxW1CgaefwkEO1bU1r50BX+9/x3S09LYuG0jTo+VAd1SAIiLjMDtayclO5VWRxllLR09kf6AhoojR1F0anr2HERsfh/cbnen+asI8uQnS2ltrsPl8HLhs19TVFj5a0yFp2evRq9Wk5ORwD2vfobfH/rMNiGEEEKcXjL1UQghTsALZj02txeTRsHuDaDVafF6fIQFgpjiIlHjx+fzE1RUaNQaLPowVNXVWH69PzUllaDXA1otdbV1hAUDBGPicbc1Yjbq0Gi12GwOVCpQe4KEJ6fi97gIBoMoBNAYzdjq6nATRNGqwe9Dr9eh1mpw+dWoLJaQUx9fT0rC7bDitDvRaVW4fAEiI4yEtzqwadQEgkFMei0o4PX6IRjkEWl/FEIIIf4bf+jUR80fGUwIIc5Uz9g7X7X6/zk4bx4At99yG1a7jTlfz0UBvr/qKiLGDmLRyi3YnR5UQQhqjeR1S+GrfUePG+9yk4k6rfb3H/jBYrEwBRgTG0O/QUPZsHkjqiCEh0fw2owZLJl+PfNV/fnyq7fRqBUCgQB2p5vnnprHCJbhHDGYhAgzuwqLMWhNpHfN4qIJl/CuolA2NJueueeQGGlm997t4G0hpqCWlBvuJL5vb2p2LWLeT+sIBn1UNjqZFAgy9MOPiTWb+frdp9Fr1Ay++Hri45JYe8dtIYtJIYQQQvxOVtSEEOI0CgaD3PfX0cy4+QqCbhdz1+7k5pnf8IJKxQ+9euFweVAUBa/PT8Dvw+NyUtdQf9x452ijeWL6SIZefyXayGwIuogZOI7ngFXDhzPy/FHkq5yER4Qza/k63ln0M2+Fm7lo8VsY1AGMDU4CXh/kX8Oy2c9jeW0u7dMmsH9vLe898iBNVUe596tFrP15MV916cJnSWYWLVpLeHQsGkMYAwd25U6LnYQHXiMqsoCFK/by6mM3snTVKm58YzHPBOFeh4ufP36GKLUDe1s9wYyRXDz1Tl7X66RQE0IIcSaTc9SEEOJ/k5E9uuHwGdhe0sjqPUW//bypqZW377yE1+66mHG94qirraS13RIiEtgDPs6ZNonln3/NS1Nv5K8XTvvtmkatIdwUxsxlGyk6VsXE80b8NmHSZ2lk57c/0lxbxXc//kT1sndJjdcDUHDUx6WjxuFQDPy4q5gIVZCKYx3711qtHuZ++Q5eWzsLf5zF+g070Or0RLSvY873Kwna21m8aCmLNxQQ/HXvnVZREREZzp6Cg9Q1tnJ04/w/9H0KIYQQZwNpfRRCiNMoCOT3yEBxNZERpeGJay8iGAwA4Pd7mTDxcuw+J4MGnsv5Q3/m5uc/7SSgAmi4/KnXmFhxBF23XkR26QGAy+1CqSrmicsvoN3aTpRBRfDX7+McrQ1kJCcTZo7gLxeNxdHchkfVsQetrOww173xNhrrUS7MS6PgUAFzPvs3qcDgIV25eupNmBJzuPKKbJosjeh1Br5fvo1Go45Z7z/Mnn2HGNYzl+VbZwLgCwZory2hT7csKkrKiTHqaZUpkkIIIcR/RQo1IYQ4jRSguNWP2uOiur6F9HgTitJRPPUeNIyio3s4uuUgqqQwXvlyEVpt6K4JhSAuayuHl/wDb6NCS+D3wi4Y9JE0MJ+v53yJSqXhgpG9Uf26opaSmckPa7/nHL2BoFPBrQ2S3q8XJYDZZGLlDx8SEUykqKmKIy0WtAX7SAXyRw6gtnQ/TdWFZPU+H5VGh81mocahplCn5cUn3qXQ0kJ8VASBX7vVA4Df56KmxYNdFYm1rQ2TQf/Hv1whhBDiDCatj0IIcZq9sWA5GpVCamw4ry3a+NvPVYYwXD4vfUcPY8+BAmqb29AbdCFjhWnULHj5E+Jy0whWeulzzyO/xwPcisKQQd2YMHIAjUHvb9f8mgj65Q9FpYA+TEtrTQ0Z/a4EwOsPYM7oTVhiEPDgCnhptXS0YDZbrLz+0avEdx2OOiIKRetDpVZjdnt4gmgGpGeQbYxn/d5j3Ko3AFDf2o4+tTfRMWYCXgu61Bz+5PuhhRBCiD8dGSYihBCn0fPKf7+vONTAjZOJd7KiQ1xrPcmYMkxECCHEGewP/ZCWQk0IIU6j72e9SU7fBH7esI+y3VuYMvVmWhwarrx0Wuc3/5eqV7zMhJveJBBwER0eQ1FVHbcMiCFuYwNzBw0iJiaG5557jnfffZeCggJsNhvHjh07brznFQX1s5fj3FPB7fc+itfWxtR7n+SChjZecnuPe58QQghxlpKpj0II8b9FZfkhfv56C9ltQUYl5vDpjJdQvCd3JltnjEYzkwbl8f3fHmDJu2+w/+PXQN1x5lp4eDg33XQTPXr04MEHH6S1tRW/399pzDULdnHPI8+gAzSmSB6bOgafr/P7hBBCCHFqZJiIEEKcRhMmT+fAqn3s3b2VuurDdE1P5MiCL2HKrX/4s9R6E9vKazn8xXeMGXgQt7UVvaljz1tFRQX79u3D7/ezdOlShgwZwpYtWzqNWV5dz8PPv8U7zz/KmkU/EXA5Zb+ZEEII8T9ACjUhhDiNCpd/gdmXyZCMTIodlZg1QdbXBk7Ls7Q6DfdNGsXOXcfoGh9Het8BLN/4LUFAo9Hw6KOPEgwGsdlsXHDBBQwZMqTTmBarl49mvIhiCOOKKybjdlop/WjpaclfCCGEEL+T1kchhDiN9IoTj9tOS0Q45VY/BFu5PKvitDzL4bTTbrPx845dqOLCsHna0enVAMTGxvLpp5/S1tZGTU0Nn3/+OREREZ3GjA9TsX7e26z6/GXa2xqpPbQFr7Q+CiGEEKedrKgJIcRp9MrQT7l71cskupz0TNZy6QW90AdrT8uzNFoNjW2tzHh4OpmxKazbtRGPquP8MrvdzowZMzCZTIwcOZIrr7yS2NjYTmNefOFFZOT1IlaVjau8mfLqMnzS+SiEEEKcdjL1UQghTqPjjdM/HWPq3zqJ0f0PneRRADJmXwghhPh//KFTH2VFTQghTqP/yYImVNF1YMG3BAJB8Co0tzbxS3MkWqOBlxWFy3a/xQMPfYlRp0OnUXj+tTtpLS8H4IKD3/P0374kITycjRu38u7cJ9lx4d2sn/EQy+ormDNrPVnJSRRX1mA0mbm+ukKKOCGEEOIPIIWaEEKcBbw4aatvwtPuxOpxU1V7jKiYaJIBrz3Avf+nvfuLrbK+4zj+PqftaXtoy99CyzJYcAJDRZkyY4dxdaibkAEbGpGNMcPCxi4gjl3A0MmACEuqiVFmZFywgW5jy4wOGCI1AwZIArZCofyzVP63tafQ/3/O6S6a7GKzXMHOk3Per9snT/J8b87JJ9/f83lKJ9L4WQt765rZtmUHpY/0FY3s2VvFzjdXQbiT02enseHNf5GXlcmh0/t44KHvsmBKKYNHfoUtr7/Bi9vKkzukJEkpxDIRSUoDOdEoK158maMfV3GmqoZ4Ty/FI8cA0N3ezY5DNQwdnE/sSiMHjtSS6Oq7b8rMx3h28XpC4SiPT1vO0cpjhMJhens7ieZ8meOHanl302tU155n8WMlSZxQkqTUYlCTpDSQkTmAGZMf4Ev5wxk+ehQ9hP/zD3D+bA3zSyfQE4uz9OsTyCFMnL5mx6qLl3l+2Qx6ExFOHtzMRx9W0dXWSWs4RkXV+9Q3nOZr9z3M8mcW0tp8az7kLUlSOjKoSVIa+LT2CudaYpSfqiR2voGD/9xGJDsXgIOVZzl44Qq9OYPIjBbS0dFGT0ffSq2pu5PcIQVcrmhgT8V+Xn51BZFIBuPHlFB0+72UTJ3Ors3v8Je/vcEre/Ylc0RJklKKQU2S0sCsJSsYO2oEsXg3kcJeLtWcYmL3aQC27jzG6rc+4PJn51m2dQcFA3LYu7/v2oTifCK5uby3/c/se+cor6zbQHt7F72hApb+fBkrtuxm6yeVfOvpJ9n+3M+SOaIkSSnFen5JSgM3qtrvz43uuNGPs62PkqQ0dVPr+d2oSVIaGDj/cf6al0/T+CLqR+azKhTi2carADyfSLB97BiGPjmJh9bOo/zuu1l05hQAv5s4mUVNrcw7e5EnjlSz5a6J5BQXc//6MpZ1tFOWN5SycJRNRcUsaW9M5oiSJKUU6/klKQ2s/MNO1j31IA/P+T6tjQ3E1rzKwpLJjAN6e+NsXPVTouEWIllhflByje6evmKQrHAXLc3XycrMIiMS4ekFCwmtW0PRsCJmlDzMwV8vZ/T4r3LyeAU5odzkDilJUgpxoyZJaaAwnM03vjOTrvZWaisP8dT3SjlfWw9AKJRB4motvYkwH+w6zLS5c7jeWAfAb1av5cShI3Q1NrHoVyuZ/cRMALJ6s5h11538ctPbxONdPFNWxvWG+qTNJ0lSqnGjJklpoHRklFhDI9mhbAoKvsCClzbxyOghUH2RM398jsycMO3117lz3AgGTZrOgMYYALETp7nQ1kDFnj2s/dF82ldvIByPc6HxDF+89w4yjn/KT17awNLZPyTU0ZzkKSVJSh1u1CQpDdwzIZd3f7+RREY3nRltdDa3kT84D4Dc/IEcKP+Q7s4uQhG48vfVXP2kGoD99Zf45sxZTL//27yweT31Rfl0NTXz3oFyHl0wl0kTxnBPJJPDNWfY/afyZI4oSVJKcaMmSWlg865LzC4dybWOBvIGFRDJzqSnoa9MpDuSzbg7RvBR5WEGRDooGDSUnuIIAPXhwcxZsphESzN1OaO48ONRPDooSkFhnHm/ncvgYSMYf98kHiwp5FzdqWSOKElSSrGeX5L0uW5U6W8FvyRJ/+Om1vO7UZMk9ev14QM5t3UNWcNHs39jGdWZeVx+bVeyH0uSpJTnO2qSpH7dNmIIb729l7ZT1WTnD6Gnu9OzDpIk/R8Y1CRJ/frFlKHMmTqZ6O3jqPj4LHWNMRIee5Qk6Zbz6KMkqV+5uVH+8f5uTpzcTE9HC3UdYYYlDGqSJN1qbtQkSf2qOHaBsUWFTC26jd2Xm6i52Ew8kUj2Y0mSlPJsfZQkfa6VoRADhuTRdK0VwmG6EwnCoRDZ8QQvuFWTJOm/3dTWx6AHNUmSJElKOx59lCRJkqSAMahJkiRJUsAY1CRJkiQpYAxqkiRJkhQwBjVJkiRJChiDmiRJkiQFjEFNkiRJkgLGoCZJkiRJAWNQkyRJkqSAMahJkiRJUsAY1CRJkiQpYAxqkiRJkhQwBjVJkiRJChiDmiRJkiQFjEFNkiRJkgLGoCZJkiRJAWNQkyRJkqSAMahJkiRJUsAY1CRJkiSJsqK4AAAAJ0lEQVQpYAxqkiRJkhQwBjVJkiRJChiDmiRJkiQFjEFNkiRJkgLm3woGQRAHPI+aAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "tsnpathname = os.path.join( pathproject, 'tsn_{}_{}_{}_{}.csv'.format( name, namedataset, subset, 'real' ) )\n",
    "tsndata = pd.read_csv( tsnpathname )\n",
    "tsnXY = tsndata.as_matrix()         \n",
    "Xt = tsnXY[:,:-2]\n",
    "Yt = tsnXY[:,-1]\n",
    "\n",
    "Mf = drawmanifold(data, Xt, Yt, Ntake=4000 , S=6000, s=50, freq_print=3000, bgblack=False ) #len(data)\n",
    "scipy.misc.imsave( os.path.join( pathproject, 'tsn_img_{}_{}_{}_{}.jpg'.format( name, namedataset, subset, 'real' ) )   , Mf)\n",
    "\n",
    "plt.figure( figsize=(12,12) )\n",
    "plt.imshow(Mf)\n",
    "plt.axis('off')\n",
    "plt.tight_layout()\n",
    "plt.ioff()\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(318, 64)\n",
      "(318,)\n",
      "1.649504583237983 1.8351474810536548 1.881833058618635\n",
      "|Acc\t|Prec\t|Rec\t|F1\t|\n",
      "|0,925\t|0,906\t|0,952\t|0,929\t|\n",
      "\n",
      "0,925\n",
      "0,906\n",
      "0,952\n",
      "0,929\n"
     ]
    }
   ],
   "source": [
    "# http://scikit-learn.org/stable/modules/multiclass.html#multiclass\n",
    "from sklearn.neighbors import KNeighborsClassifier\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.svm import SVC\n",
    "from sklearn.neural_network import MLPClassifier\n",
    "from sklearn.naive_bayes import GaussianNB\n",
    "import sklearn.metrics as metrics\n",
    "\n",
    "\n",
    "rep_trn_pathname = os.path.join( pathproject, 'rep_{}_{}_{}_{}.pth'.format(name, 'ck', 'train', 'real') )\n",
    "rep_val_pathname = os.path.join( pathproject, 'rep_{}_{}_{}_{}.pth'.format(name, 'ck', 'val', 'real') )\n",
    "\n",
    "# rep_trn_pathname = os.path.join( pathproject, 'rep_{}_{}_{}.pth'.format(name, 'bu3dfe', 'train') )\n",
    "# rep_val_pathname = os.path.join( pathproject, 'rep_{}_{}_{}.pth'.format(name, 'bu3dfe', 'val') )\n",
    "\n",
    "#rep_val_pathname = os.path.join( pathproject, 'rep_{}_{}_{}.pth'.format(name, namedataset, 'val') )\n",
    "#rep_val_pathname = os.path.join( pathproject, 'rep_{}_{}_{}.pth'.format(name, namedataset, 'test') )\n",
    "\n",
    "\n",
    "data_emb_train = torch.load(rep_trn_pathname)\n",
    "data_emb_val = torch.load(rep_val_pathname)\n",
    "# data_emb_test = torch.load(rep_test_pathname)\n",
    "\n",
    "Xo  = data_emb_train['Z']\n",
    "Yo  = data_emb_train['Y']#[:,0]\n",
    "Xto = data_emb_val['Z']\n",
    "Yto = data_emb_val['Y']#[:,0]\n",
    "\n",
    "print(Xo.shape)\n",
    "print(Yo.shape)\n",
    "\n",
    "clf = KNeighborsClassifier(n_neighbors=3)\n",
    "# clf = GaussianNB()\n",
    "# clf = RandomForestClassifier(n_estimators=350, oob_score=True, random_state=123456)\n",
    "# clf = MLPClassifier(hidden_layer_sizes=(100,100), max_iter=100, alpha=1e-4,\n",
    "#                     solver='sgd', verbose=10, tol=1e-4, random_state=1,\n",
    "#                     learning_rate_init=.01)\n",
    "\n",
    "clf.fit(Xo,Yo)\n",
    "\n",
    "# Xto = Xtest[:,:-1]\n",
    "# Yto = Xtest[:,-1]\n",
    "# Xto = Xval[:,:-1]\n",
    "# Yto = Xval[:,-1]\n",
    "\n",
    "y = Yto\n",
    "yhat = clf.predict(Xto)\n",
    "\n",
    "\n",
    "acc = metrics.accuracy_score(y, yhat)\n",
    "nmi_s = metrics.cluster.normalized_mutual_info_score(y, yhat)\n",
    "mi = metrics.cluster.mutual_info_score(y, yhat)\n",
    "h1 = metrics.cluster.entropy(y)\n",
    "h2 = metrics.cluster.entropy(yhat)\n",
    "nmi = 2*mi/(h1+h2)\n",
    "\n",
    "print(mi, h1, h2)\n",
    "    \n",
    "precision = metrics.precision_score(y, yhat, average='macro')\n",
    "recall = metrics.recall_score(y, yhat, average='macro')\n",
    "f1_score = 2*precision*recall/(precision+recall)\n",
    "\n",
    "# print('Accuracy : %f' % acc)\n",
    "# print('NMI : %f vs old %f' % (nmi, nmi_s))\n",
    "# print('Precision : %f' % precision)\n",
    "# print('Recall : %f' % recall)\n",
    "# print('F1 score : %f' % f1_score)\n",
    "# print(\"\")\n",
    "\n",
    "print('|Acc\\t|Prec\\t|Rec\\t|F1\\t|')\n",
    "print( '|{:0.3f}\\t|{:0.3f}\\t|{:0.3f}\\t|{:0.3f}\\t|'.format(acc,precision,recall,f1_score).replace('.',',')  )\n",
    "\n",
    "print()\n",
    "print( '{:0.3f}\\n{:0.3f}\\n{:0.3f}\\n{:0.3f}'.format(acc,precision,recall,f1_score).replace('.',',')  )\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 236,
   "metadata": {},
   "outputs": [
    {
     "ename": "ValueError",
     "evalue": "need at least one array to stack",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-236-df0e42cde8f8>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m     94\u001b[0m     \u001b[0;31m#print(\"\")\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     95\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 96\u001b[0;31m \u001b[0maccs\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstack\u001b[0m\u001b[0;34m(\u001b[0m \u001b[0maccs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0\u001b[0m \u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     97\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0maccs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/opt/anaconda3/lib/python3.6/site-packages/numpy/core/shape_base.py\u001b[0m in \u001b[0;36mstack\u001b[0;34m(arrays, axis, out)\u001b[0m\n\u001b[1;32m    347\u001b[0m     \u001b[0marrays\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0masanyarray\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0marr\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0marr\u001b[0m \u001b[0;32min\u001b[0m \u001b[0marrays\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    348\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0marrays\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 349\u001b[0;31m         \u001b[0;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'need at least one array to stack'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    350\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    351\u001b[0m     \u001b[0mshapes\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mset\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0marr\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0marr\u001b[0m \u001b[0;32min\u001b[0m \u001b[0marrays\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mValueError\u001b[0m: need at least one array to stack"
     ]
    }
   ],
   "source": [
    "import sklearn.metrics as metrics\n",
    "\n",
    "\n",
    "namedataset = FactoryDataset.ferblack\n",
    "subset = FactoryDataset.validation\n",
    "imagesize=128\n",
    "\n",
    "\n",
    "def get_transforms_noise(size_input, sigma):    \n",
    "    return transforms.Compose([\n",
    "        mtrans.ToResize( (size_input, size_input), resize_mode='squash' ) ,\n",
    "        mtrans.ToGaussianNoise( sigma=sigma ), \n",
    "        mtrans.ToTensor(),\n",
    "         mtrans.ToMeanNormalization( mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225] ),\n",
    "        ])\n",
    "\n",
    "\n",
    "accs = []\n",
    "sigmas = [ 0.01, 0.05, 0.07, 0.09, 0.1, 0.2, 0.3, 0.4 ]\n",
    "# sigmas = [ 0.09 ]\n",
    "for sigma in sigmas:\n",
    "\n",
    "\n",
    "#     dataset = Dataset(    \n",
    "#         data=FactoryDataset.factory(\n",
    "#             pathname=pathnamedataset, \n",
    "#             name=namedataset, \n",
    "#             subset=subset, \n",
    "#             #transform=train_transform, \n",
    "#             download=True \n",
    "#         ),\n",
    "#         num_channels=3,\n",
    "#         transform=transforms.Compose([\n",
    "#                 mtrans.ToResize( (imagesize, imagesize), resize_mode='square' ),\n",
    "#                 mtrans.ToGaussianNoise( sigma=sigma ), \n",
    "#                 mtrans.ToTensor(),\n",
    "#                 mtrans.ToMeanNormalization( mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225] )\n",
    "#                 ])\n",
    "#         )\n",
    "\n",
    "    dataset = SyntheticFaceDataset(\n",
    "        data=FactoryDataset.factory(\n",
    "            pathname='~/.datasets/', \n",
    "            name=namedataset, \n",
    "            subset=subset, \n",
    "            download=True \n",
    "            ),\n",
    "        pathnameback='~/.datasets/coco', \n",
    "        ext='jpg',\n",
    "        count=2000,\n",
    "        num_channels=3,\n",
    "        iluminate=True, angle=45, translation=0.3, warp=0.2, factor=0.2,\n",
    "        transform_data=get_transforms_noise( imsize, sigma ),\n",
    "        transform_image=get_transforms_det( imsize ),\n",
    "        )\n",
    "\n",
    "    dataloader = DataLoader(dataset, batch_size=40, shuffle=False, num_workers=10 )\n",
    "\n",
    "    Y_labs = []\n",
    "    Y_lab_hats = []\n",
    "    Zs = [] \n",
    "    for i_batch, sample in enumerate( tqdm(dataloader) ):   \n",
    "        #x_img, y_lab = sample['image'], sample['label']\n",
    "        x_org, x_img, y_mask, y_lab = sample\n",
    "        x_img = x_img.cuda()\n",
    "        #y_lab = y_lab.argmax(dim=1)\n",
    "        z, y_lab_hat, att, _,_ = net( x_img )\n",
    "        Y_labs.append(y_lab)\n",
    "        Y_lab_hats.append(y_lab_hat.data.cpu())\n",
    "        Zs.append(z.data.cpu())\n",
    "\n",
    "    Y_labs = np.concatenate( Y_labs, axis=0 )\n",
    "    Y_lab_hats = np.concatenate( Y_lab_hats, axis=0 )\n",
    "    Zs = np.concatenate( Zs, axis=0 )\n",
    "\n",
    "    Xto = Zs\n",
    "    Yto = Y_labs\n",
    "    Yho = Y_lab_hats\n",
    "\n",
    "    yhat = np.argmax( Yho, axis=1 )\n",
    "    y    = Yto\n",
    "\n",
    "    acc = metrics.accuracy_score(y, yhat)\n",
    "    precision = metrics.precision_score(y, yhat, average='macro')\n",
    "    recall = metrics.recall_score(y, yhat, average='macro')\n",
    "    f1_score = 2*precision*recall/(precision+recall)\n",
    "\n",
    "    accs.append(acc)\n",
    "    #print('Accuracy : %f' % acc)\n",
    "    #print('Precision : %f' % precision)\n",
    "    #print('Recall : %f' % recall)\n",
    "    #print('F1 score : %f' % f1_score)\n",
    "    #print(\"\")\n",
    "    \n",
    "accs = np.stack( accs, axis=0 )\n",
    "print(accs)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 229,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "plt.plot(sigmas, accs, '-k^', label='Att' )\n",
    "#plt.plot(ix, accK*100, '-b^', label='Acc@K')\n",
    "plt.xlabel('Noise')\n",
    "plt.ylabel('Accuracy')\n",
    "plt.legend()\n",
    "plt.grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Real"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 234,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "accs_base    = [0.8625, 0.825,  0.8125, 0.7625, 0.7875, 0.5375, 0.325,  0.2375]\n",
    "accs_att_cls = [0.875,  0.875,  0.875,  0.8625, 0.85,   0.5625, 0.1625, 0.1625]\n",
    "accs_att_rep = [0.8625, 0.8625, 0.8625, 0.85,   0.85,   0.7,    0.3875, 0.1375]\n",
    "\n",
    "plt.figure()\n",
    "plt.plot(sigmas[:-1], accs_att_rep[:-1], '-k^', label='Att+Rep+Cls' )\n",
    "plt.plot(sigmas[:-1], accs_att_cls[:-1], '--ks', label='Att+Cls' )\n",
    "plt.plot(sigmas[:-1], accs_base[:-1], ':k<', label='Baseline' )\n",
    "\n",
    "plt.xlabel('Noise')\n",
    "plt.ylabel('Accuracy')\n",
    "plt.legend()\n",
    "plt.grid(True)\n",
    "\n",
    "plt.savefig('../netruns/noise_realdataset.png')\n",
    "plt.show()\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Synthetic"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 235,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "accs_base    = [0.775,  0.7355, 0.683,  0.6355, 0.6275, 0.3745, 0.267,  0.221 ]\n",
    "accs_att_cls = [0.799,  0.812,  0.797,  0.7975, 0.785,  0.432,  0.1675, 0.1625]\n",
    "accs_att_rep = [0.8185, 0.824,  0.801,  0.786,  0.7785, 0.574,  0.262,  0.1355]\n",
    "\n",
    "plt.figure()\n",
    "plt.plot(sigmas[:-1], accs_att_rep[:-1], '-k^', label='Att+Rep+Cls' )\n",
    "plt.plot(sigmas[:-1], accs_att_cls[:-1], '--ks', label='Att+Cls' )\n",
    "plt.plot(sigmas[:-1], accs_base[:-1], ':k<', label='Baseline' )\n",
    "\n",
    "plt.xlabel('Noise')\n",
    "plt.ylabel('Accuracy')\n",
    "plt.legend()\n",
    "plt.grid(True)\n",
    "\n",
    "plt.savefig('../out/noise_syntheticdataset.png')\n",
    "plt.show()\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
